ResourceBank_CV_NLP_MLOPS_2022

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ResourceBank_CV_NLP_MLOPS_2022

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This repository offers a goldmine of materials for students of computer vision, natural language processing, and machine learning operations.

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<h3 align="center">Resource Bank of Computer Vision, Natural Langauge Processing and MLops</h3>

---

<p align="center"> This initiative compiles educational resources on a daily basis, making it possible for users to get all the data they want in one place.
    <br> 
</p>

## 📝 Table of Contents
---
- [95% Data Science Skill Covered Course](#course)
- [COMPUTER VISION](#CV)
- [NATURAL LANGUAGE PROCESSING](#NLP)
- [MLOPS](#MLOPS)

## ♾️ 95% Data Science Skills Covered Course<a name="course"></a>
---
| Sr.No | Courses                                                     | Link                                                         |
| ----- | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 1     | **Machine Learning Specialization**                          | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/dUFfAdNS) |
| 2     | **Deep Learning Specialization**         | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/gpQhgA2T) |
| 3     | **Natural Language Processing Specialization** | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/dswF7VtT) |
| 4     | **TensorFlow Developer Professional Certificate** | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/d5jS5gsU) |
| 5     | **TensorFlow: Advanced Techniques Specialization** | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/dnTEBAVk) |
| 6     | **TensorFlow: Data and Deployment Specialization**| [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/dG7ZaMjF) |
| 7     | **Machine Learning Engineering for Production (MLOps) Specialization** | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/gicaDub6) |
| 8     | **Generative Adversarial Networks (GANs) Specialization** | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/dye_EFdb) |
| 9     | **Practical Data Science on the Amazon Web Services (AWS) Cloud Specialization**                      | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://lnkd.in/dShdTA2R) |
| 10     | **Mathematics of Data Science**                      | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)](https://www.youtube.com/playlist?list=PLiud-28tsatIKUitdoH3EEUZL-9i516IL) |
| 11     | ** **                      | [![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png)]() |

####   Extra Resources ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/extra.jpg)

| Sr.No | Resource Name | Link                                                         |
| ----- | ------------- | ------------------------------------------------------------ |
| 1     | **Intro to optimization in deep learning: Gradient Descent** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://blog.paperspace.com/intro-to-optimization-in-deep-learning-gradient-descent/) |
| 2     | **ML system design usecases** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/khangich/machine-learning-interview/blob/master/design.md) |
| 2     | **Free datasets for Data Science, Data Analytics, and ML projects** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.linkedin.com/posts/dhavalsays_datasciencetraining-datasciencecareers-machinelearningtraining-activity-6973845094596542464-I0Cy/?utm_source=share&utm_medium=member_ios) |
| 3     | **Accuracy and Loss: Things to Know about The Top 1 and Top 5 Accuracy** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://towardsdatascience.com/accuracy-and-loss-things-to-know-about-the-top-1-and-top-5-accuracy-1d6beb8f6df3) |
| 4     | ** ** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 5     | ** ** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 6     | ** ** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |

## 👁️‍🗨️ COMPUTER VISION<a name = "CV"></a>

**Computer Vision Learning Path Recommended by OpenCV**

---

[![](https://github.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/blob/main/images/cv_learning_path.jpg?raw=true)](https://opencv.org/syllabus/cv1-syllabus.pdf)  [![](https://github.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/blob/main/images/cv_learning_path2.jpg?raw=true)](https://opencv.org/syllabus/cv2-syllabus.pdf)

#### Books

| Sr.No | Book Name                                                    | Link                                                         |
| ----- | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 1     | **Computer Vision: Algorithms and Applications**             | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://szeliski.org/Book/) |
| 2     | **Practical Deep Learning for Cloud, Mobile & Edge**         | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gX4tKbD4) |
| 3     | **Concise Computer Vision: An Introduction into Theory and Algorithms** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/g2pxMJax) |
| 4     | **Computer Vision: Principles, Algorithms, Applications, Learning** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gukyYGdZ) |
| 5     | **Computer Vision: Models, Learning, and Inference**         | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gDJ3_dbN) |
| 6     | **Deep Learning for Vision Systems**                         | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gcqya3RJ) |
| 7     | **Modern Computer Vision with Pytorch**                      | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gkY7zWH5) |
| 8     | **Multiple View Geometry in Computer Vision**                | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/g963Hkki) |
| 9     | **Learning OpenCV 5 Computer Vision with Python 3**          | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gKs-W4h2) |
| 10.   | **Computer Vision Metrics: Survey, Taxonomy, and Analysis**  | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://lnkd.in/gGx782es) |

#### Articles ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/blog.jpg)

| Sr.No | Article Name                                 | Link                                                         |
| ----- | -------------------------------------------- | ------------------------------------------------------------ |
| 1     | Computer Vision: Algorithms and Applications | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 2     | End to End Learning for Self-Driving Cars using python                                             | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)](https://medium.com/@dipeshshtha4/end-to-end-learning-for-self-driving-cars-using-python-c5e8852af3e6) |
| 3     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 4     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 5     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 6     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 7     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 8     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 9     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 10    |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |

#### Video ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/video.jpg)

| Sr.No | Video Name | Link                                                         |
| ----- | ---------- | ------------------------------------------------------------ |
| 1     | **Stanford Computer Vision playlist** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLf7L7Kg8_FNxHATtLwDceyh72QQL9pvpQ) |
| 2     | **Deep Learning for Computer Vision** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLyqSpQzTE6M_PI-rIz4O1jEgffhJU9GgG) |
| 3     | **Computer Vision (Andreas Geiger)** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PL05umP7R6ij35L2MHGzis8AEHz7mg381_) |
| 4     | **Deep Learning with PyTorch: Zero to GANs** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLyMom0n-MBroupZiLfVSZqK5asX8KfoHL) |
| 5     | **Digital Image Processing** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLqhXzDruUpI-UV7R5nuJ6UcuQgK07AuDE) |
| 6     | **Image Signal Processing** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLyqSpQzTE6M-T5ZrthkU763MHKIKCa0sX) |
| 7     | **The Geometry of vision** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLyqSpQzTE6M_bepAWap9JE-i9UiO6-y_f) |
| 8     | **UCF Computer Vision Video Lectures 2012** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLd3hlSJsX_Imk_BPmB_H3AQjFKZS9XgZm) |
| 9     | **CAP5415 Computer Vision - Fall 2021** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLd3hlSJsX_IkXSinyREhlMjFvpNfpazfN) |
| 10    | **UCF CRCV** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/c/UCFCRCV/featured) |
| 11    | **Stanford Computer Vision** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLf7L7Kg8_FNxHATtLwDceyh72QQL9pvpQ) |
| 12    | **Deep Learning for Computer Vision** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLyqSpQzTE6M_PI-rIz4O1jEgffhJU9GgG) |
| 13    | **Deep Learning for Computer Vision** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r) |
| 14    | **Image Processing with C++** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLG5M8QIx5lkzdGkdYQeeCK__As6sI2tOY) |
| 15    | **Full Stack Deep Learning - 2022** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PL1T8fO7ArWleMMI8KPJ_5D5XSlovTW_Ur) |
| 16    |           | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |

####   Extra Resources ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/extra.jpg)

| Sr.No | Resource Name | Link                                                         |
| ----- | ------------- | ------------------------------------------------------------ |
| 1     | **Making Friends with Machine Learning** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLRKtJ4IpxJpDxl0NTvNYQWKCYzHNuy2xG) |
| 2     | **End to End Tutorial on CNN** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=58aFgtQRfhA&ab_channel=SatyajitPattnaik) |
| 3     | **Compact GPU Powerhouse** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=ol27l73-NeE&ab_channel=GIGABYTE) |
| 4     | **Machine Learning from Scratch - Python Tutoria**ls | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E) |
| 5     | **CUDA Crash Course** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLxNPSjHT5qvtYRVdNN1yDcdSl39uHV_sU) |
| 6     | **Object Tracking Using Deep SORT and YOLOv4** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=kBahrCeaoDQ&ab_channel=CodeWithAarohi) |
| 7     | **Protecting Your Machine Learning Against Drift** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=tL5sEaQha5o&ab_channel=EuroPythonConference) |
| 8     | **LeetCode** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/c/NeetCode/videos) |
| 9     | **Mathematics of Data Science** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLiud-28tsatIKUitdoH3EEUZL-9i516IL) |
| 10    | **Modern C++ (2021 Lecture & Tutorials)** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLgnQpQtFTOGRv7VS6fYerEbT4ckBovKur) |
| 11    | **Lecture: Modern C++ (Summer 2018, Uni Bonn)** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLgnQpQtFTOGR50iIOtO36nK6aNPtVq98C) |
| 12    | **Machine Learning** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PL5bUlblGfe0Ljo83LHtrRPXdQAsklFEFB) |
| 13    | **Krish naik youtuber** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/user/krishnaik06) |
| 14    | **NPTEL MOOC Machine Learning 2016** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PL1xHD4vteKYVpaIiy295pg6_SY5qznc77) |
| 15    | **Deep Learning** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PLyqSpQzTE6M9gCgajvQbc68Hk_JKGBAYT) |
| 16    | **3Blue1Brown: Calculus** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/playlist?list=PL0-GT3co4r2wlh6UHTUeQsrf3mlS2lk6x) |
| 17    | **Learn TensorFlow and Deep Learning fundamentals with Python** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=tpCFfeUEGs8&ab_channel=DanielBourke) |
| 18    | **GTC Sept 2022 Keynote with NVIDIA CEO Jensen Huang** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=PWcNlRI00jo&ab_channel=NVIDIA) |
| 19    | **ML Model Training and Inference with a Data Mesh** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=3-JwOzqaUDI&ab_channel=SdAmVfGT1K8MnsmuYQby2wJibmeiHnQwVHn) |
| 20    | **Attitude-Guided Loop Closure for Cameras with Negative Plane** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/flysoaryun/LF-VIO-Loop) |
| 21    | **CVonline: The Evolving, Distributed, Non-Proprietary, On-Line Compendium of Computer Vision** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://homepages.inf.ed.ac.uk/rbf/CVonline/) |
| 22    | **LearnopenCV** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/spmallick/learnopencv) |
| 23    | **Expanding Language-Image Pretrained Models for General Video Recognition** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/microsoft/VideoX/tree/master/X-CLIP) |
| 24    | **Open-Set Semi-Supervised Object Detection** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://ycliu93.github.io/projects/ossod.html) |
| 25    | **How To Deal with Dataset Bias** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://youtu.be/nMDpcqx6ll8) |
| 26    | ** ** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |

## 📝 NATURAL LANGUAGE PROCESSING<a name = "NLP"></a>

---

**Learning Path NLP**:

![img](https://github.com/graykode/nlp-roadmap/raw/master/img/nlp.png)

**Credit : [graykode](https://github.com/graykode)**

#### Books ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/book.jpg)

| Sr.No | Book Name                                                    | Link                                                         |
| ----- | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 1     | **Natural Language Processing with Transformers, Revised Edition by Lewis Tunstall, Leandro von Werra, Thomas Wolf** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/natural-language-processing/9781098136789/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/nlp-with-transformers/notebooks) |
| 2     | **Natural Language Processing with PyTorch Book by Brian McMahan and Delip Rao** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/natural-language-processing/9781491978221/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/delip/PyTorchNLPBook) |
| 3     | **Transformers for Natural Language Processing by Denis Rothman, Antonio Gulli** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/transformers-for-natural-language-processing/9781803247335?_ga=2.7871282.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/Denis2054/Transformers-for-NLP-2nd-Edition) |
| 4     | **Mastering Transformers by Savaş Yıldırım , Meysam Asgari-Chenaghlu** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/mastering-transformers/9781801077651?_ga=2.48763430.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Mastering-Transformers) |
| 5     | **Advanced Natural Language Processing with TensorFlow 2 by Ashish Bansal** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://subscription.packtpub.com/book/data/9781800200937/pref)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://account.packtpub.com/getfile/9781800200937/code#_ga=2.6058163.1232780291.1663736855-925719957.1663736855) |
| 6     | **Python Natural Language Processing Cookbook By Zhenya Antić** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/python-natural-language-processing-cookbook/9781838987312?_ga=2.3481136.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Python-Natural-Language-Processing-Cookbook) |
| 7     | **Getting Started with Google BERT By Sudharsan Ravichandiran** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/getting-started-with-google-bert/9781838821593?_ga=2.179296420.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Getting-Started-with-Google-BERT) |
| 8     | **Exploring GPT-3 By Steve Tingiris**                        | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ](https://www.packtpub.com/product/exploring-gpt-3/9781800563193?_ga=2.253722505.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Exploring-GPT-3) |
| 9     | **Applied Natural Language Processing in the Enterprise by Ankur A. Patel, Ajay Uppili Arasanipalai** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/applied-natural-language/9781492062561/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/nlpbook/nlpbook) |
| 10    | **Natural Language Processing in Action, Second Edition by Hobson Lane and Maria Dyshel** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.manning.com/books/natural-language-processing-in-action-second-edition)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/totalgood/nlpia) |

#### Articles ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/blog.jpg)

| Sr.No | Article Name                                 | Link                                                         |
| ----- | -------------------------------------------- | ------------------------------------------------------------ |
| 1     | Computer Vision: Algorithms and Applications | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 2     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 3     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 4     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 5     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 6     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 7     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 8     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 9     |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 10    |                                              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |

#### Video ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/video.jpg)

| Sr.No | Video Name | Link                                                         |
| ----- | ---------- | ------------------------------------------------------------ |
| 1     | Natural Language Processing (University of Michigan) | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR) |
| 2     | Stanford CS224N NLP with Deep Learning | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ) |
| 3     | Chatbot by Binod Suman Academy | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLIRnO_sdVuEevLMSy7bE-Jaqyf1MK_wtr) |
| 4     |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |
| 5     |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |
| 6     |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |
| 7     |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |
| 8     |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |
| 9     |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |
| 10    |            | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)]() |

####   Extra Resources ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/extra.jpg)

| Sr.No | Resource Name | Link                                                         |
| ----- | ------------- | ------------------------------------------------------------ |
| 1     | Designing an ML Minded Product | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=Hv54e-9XnZ0&ab_channel=AssociationforComputingMachinery%28ACM%29) |
| 2     |               | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 3     |               | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 4     |               | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 5     |               | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |

## 👨‍💻 MLOPS<a name = "MLOPS"></a>
---

![MLOps Principles](https://ml-ops.org/img/mlops-phasen.jpg)

**Credit : ML-ops.org**

#### Books ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/book.jpg)

| Sr.No | Book Name                                                    | Link                                                         |
| ----- | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 1     | **Engineering MLOps: By Emmanuel Raj**                       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/engineering-mlops/9781800562882)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/EngineeringMLOps) |
| 2     | **Machine Learning Design Patterns Book by Michael Munn, Sara Robinson, and Valliappa Lakshmanan** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/machine-learning-design/9781098115777/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/GoogleCloudPlatform/ml-design-patterns) |
| 3     | **Designing Machine Learning Systems Book by Chip Huyen**    | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/designing-machine-learning/9781098107956/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/chiphuyen/machine-learning-systems-design) |
| 4     | **Practical MLOps by Noah Gift, Alfredo Deza**               | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/practical-mlops/9781098103002/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/paiml/practical-mlops-book) |
| 5     | **MLOps Engineering at Scale Book by Carl Osipov**           | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.manning.com/books/mlops-engineering-at-scale)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://www.manning.com/downloads/2158) |
| 6     | **Machine Learning on Kubernetes by Faisal Masood, Ross Brigoli** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/machine-learning-on-kubernetes/9781803241807?_ga=2.220534680.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Machine-Learning-on-Kubernetes) |
| 7     | **Machine Learning Engineering with MLflow By Natu Lauchande** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/machine-learning-engineering-with-mlflow/9781800560796?_ga=2.40907298.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Machine-Learning-Engineering-with-MLflow) |
| 8     | **Machine Learning Engineering with Python By Andrew P. McMahon** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ](https://www.packtpub.com/product/machine-learning-engineering-with-python/9781801079259?_ga=2.48765478.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Machine-Learning-Engineering-with-Python) |
| 9     | **Kubeflow for Machine Learning by Trevor Grant, Holden Karau, Boris Lublinsky, Richard Liu, Ilan Filonenko** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.oreilly.com/library/view/kubeflow-for-machine/9781492050117/)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://oreil.ly/Kubeflow_for_ML) |
| 10.   | **Production-Ready Applied Deep Learning By Tomasz Palczewski , Jaejun (Brandon) Lee , Lenin Mookiah** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg)](https://www.packtpub.com/product/production-ready-applied-deep-learning/9781803243665?_ga=2.238320512.1232780291.1663736855-925719957.1663736855)[![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg)](https://github.com/PacktPublishing/Production-Ready-Applied-Deep-Learning) |

#### Articles ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/blog.jpg)

| Sr.No | Article Name | Link                                                         |
| ----- | ------------ | ------------------------------------------------------------ |
| 1     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 2     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 3     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 4     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 5     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 6     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 7     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 8     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 9     |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |
| 10    |              | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg)]() |

#### Video ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/video.jpg)

| Sr.No | Video Name | Link                                                         |
| ----- | ---------- | ------------------------------------------------------------ |
| 1     | **MLOps Zoomcamp** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK) |
| 2     | **Machine Learning Engineering for Production (MLOps) Specialization by Andrew Ng** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLVd1sFtZgLA7gPFPB8nPVEgOG1a5BkmSR) |
| 3     | **Docker Tutorial in Hindi 2022** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLfP3JxW-T70HIvqQpoDpP-WK-uzD-wnsH) |
| 4     | **CS 329S: Machine Learning Systems Design** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://stanford-cs329s.github.io/syllabus.html) |
| 5     | **Full Stack Deep Learning 2019** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://fall2019.fullstackdeeplearning.com/) |
| 6     | **MLOps - Machine Learning Operations** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PL3N9eeOlCrP5a6OA473MA4KnOXWnUyV_J) |
| 7     | **MLOps: ML Deployment 2020** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLzq3B7Hh4uvbe9xXXEa1EuawIXTDHZpg1) |
| 8     | **Mlops Live Webinar** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLH8M0UOY0uy4qzau2iAFunuT6cTMmTHvB) |
| 9     | **Azure MLops** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLB1nTQo4_y6sMCAjWpAfEfXjC_t-7LeUm) |
| 10    | **MLOps by Pragmatic AI Labs** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PLdfopzFjkPz9shHCeH9poe9sbAn0pIojX) |
| 11 | **MLops Tutorial by DVC.org** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/playlist?list=PL7WG7YrwYcnDBDuCkFbcyjnZQrdskFsBz) |
| 12 | **Kubernetes Tutorial for Beginners [FULL COURSE in 4 Hours]** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/watch?v=X48VuDVv0do&ab_channel=TechWorldwithNana) |
| 13 | **Docker  Tutorials For Beginner - 2 Million view** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg)](https://www.youtube.com/watch?v=fqMOX6JJhGo&ab_channel=freeCodeCamp.org) |

####   Extra Resources ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/extra.jpg)

| Sr.No | Resource Name                           | Link                                                         |
| ----- | --------------------------------------- | ------------------------------------------------------------ |
| 1     | **Awesome MLops**                       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/visenger/awesome-mlops) |
| 2     | **MadewithML**                          | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://madewithml.com/#mlops) |
| 3     | **Awesome Production Machine learning** | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/EthicalML/awesome-production-machine-learning) |
| 4     | **MLOps - Best Blog(Neptune.ai)**       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://neptune.ai/blog) |
| 5     | **OPERATIONALIZING MACHINE LEARNING**   | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://chicagodatascience.github.io/MLOps/) |
| 6     | **Practical Guide of MLOps by Google**  | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://cloud.google.com/resources/mlops-whitepaper) |
| 7     | **Awesome MLOps Guide Tools**           | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://github.com/kelvins/awesome-mlops) |
| 8     | **MLops Blogs by MLOps BootCamp**       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://kargarisaac.github.io/blog/categories/#mlops) |
| 9     | **FedML MLOps Introduction**       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)](https://www.youtube.com/watch?v=Xgm0XEaMlVQ&ab_channel=ChaoyangHe) |
| 10    | ** **       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 11    | ** **       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 12    | ** **       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
| 13    | ** **       | [![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg)]() |
---

***🙏 Thanks for Reading 🙏 More is coming stay tune ⛹️‍♂️***

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