Resource Bank of Computer Vision, Natural Langauge Processing and MLops
This initiative compiles educational resources on a daily basis, making it possible for users to get all the data they want in one place.
โพ๏ธ 95% Data Science Skills Covered Course
Sr.No |
Courses |
Link |
1 |
Machine Learning Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
2 |
Deep Learning Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
3 |
Natural Language Processing Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
4 |
TensorFlow Developer Professional Certificate |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
5 |
TensorFlow: Advanced Techniques Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
6 |
TensorFlow: Data and Deployment Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
7 |
Machine Learning Engineering for Production (MLOps) Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
8 |
Generative Adversarial Networks (GANs) Specialization |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
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) |
10 |
Mathematics of Data Science |
![](https://raw.githubusercontent.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/main/images/online-learning.png) |
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) |
2 |
ML system design usecases |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
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) |
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) |
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) |
๐๏ธโ๐จ๏ธ COMPUTER VISION
Computer Vision Learning Path Recommended by OpenCV
![](https://github.com/ashishpatel26/ResourceBank_CV_NLP_MLOPS_2022/raw/main/images/cv_learning_path2.jpg?raw=true)
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) |
2 |
Practical Deep Learning for Cloud, Mobile & Edge |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
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) |
4 |
Computer Vision: Principles, Algorithms, Applications, Learning |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
5 |
Computer Vision: Models, Learning, and Inference |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
6 |
Deep Learning for Vision Systems |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
7 |
Modern Computer Vision with Pytorch |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
8 |
Multiple View Geometry in Computer Vision |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
9 |
Learning OpenCV 5 Computer Vision with Python 3 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
10. |
Computer Vision Metrics: Survey, Taxonomy, and Analysis |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) |
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) |
3 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg) |
4 |
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5 |
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6 |
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7 |
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8 |
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9 |
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10 |
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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) |
2 |
Deep Learning for Computer Vision |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
3 |
Computer Vision (Andreas Geiger) |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
4 |
Deep Learning with PyTorch: Zero to GANs |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
5 |
Digital Image Processing |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
6 |
Image Signal Processing |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
7 |
The Geometry of vision |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
8 |
UCF Computer Vision Video Lectures 2012 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
9 |
CAP5415 Computer Vision - Fall 2021 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
10 |
UCF CRCV |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
11 |
Stanford Computer Vision |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
12 |
Deep Learning for Computer Vision |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
13 |
Deep Learning for Computer Vision |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
14 |
Image Processing with C++ |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
15 |
Full Stack Deep Learning - 2022 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
16 |
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![](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) |
2 |
End to End Tutorial on CNN |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
3 |
Compact GPU Powerhouse |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
4 |
Machine Learning from Scratch - Python Tutorials |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
5 |
CUDA Crash Course |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
6 |
Object Tracking Using Deep SORT and YOLOv4 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
7 |
Protecting Your Machine Learning Against Drift |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
8 |
LeetCode |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
9 |
Mathematics of Data Science |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
10 |
Modern C++ (2021 Lecture & Tutorials) |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
11 |
Lecture: Modern C++ (Summer 2018, Uni Bonn) |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
12 |
Machine Learning |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
13 |
Krish naik youtuber |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
14 |
NPTEL MOOC Machine Learning 2016 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
15 |
Deep Learning |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
16 |
3Blue1Brown: Calculus |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
17 |
Learn TensorFlow and Deep Learning fundamentals with Python |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
18 |
GTC Sept 2022 Keynote with NVIDIA CEO Jensen Huang |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
19 |
ML Model Training and Inference with a Data Mesh |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
20 |
Attitude-Guided Loop Closure for Cameras with Negative Plane |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
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) |
22 |
LearnopenCV |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
23 |
Expanding Language-Image Pretrained Models for General Video Recognition |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
24 |
Open-Set Semi-Supervised Object Detection |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
25 |
How To Deal with Dataset Bias |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
26 |
** ** |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
๐ NATURAL LANGUAGE PROCESSING
Learning Path NLP:
![img](https://github.com/graykode/nlp-roadmap/raw/master/img/nlp.png)
โ Credit : 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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
4 |
Mastering Transformers by Savaล Yฤฑldฤฑrฤฑm , Meysam Asgari-Chenaghlu |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
6 |
Python Natural Language Processing Cookbook By Zhenya Antiฤ |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
7 |
Getting Started with Google BERT By Sudharsan Ravichandiran |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
8 |
Exploring GPT-3 By Steve Tingiris |
![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg) |
3 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg) |
4 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/bloglink.jpg) |
5 |
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6 |
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7 |
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8 |
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9 |
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10 |
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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) |
2 |
Stanford CS224N NLP with Deep Learning |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
3 |
Chatbot by Binod Suman Academy |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
4 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
5 |
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6 |
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7 |
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8 |
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9 |
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10 |
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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) |
2 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
3 |
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4 |
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5 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
![MLOps Principles](https://camo.githubusercontent.com/a04a0df12d713b6ba63f4559e45802e43128317fd58f87f4f7836ecc9d818e2b/68747470733a2f2f6d6c2d6f70732e6f72672f696d672f6d6c6f70732d70686173656e2e6a7067)
โ 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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
3 |
Designing Machine Learning Systems Book by Chip Huyen |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
4 |
Practical MLOps by Noah Gift, Alfredo Deza |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
5 |
MLOps Engineering at Scale Book by Carl Osipov |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
7 |
Machine Learning Engineering with MLflow By Natu Lauchande |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/book_link.jpg) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
8 |
Machine Learning Engineering with Python By Andrew P. McMahon |
![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
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) ![img](https://raw.githubusercontent.com/ashishpatel26/Treasure-of-Transformers/main/images/git.jpg) |
Articles ![](https://raw.githubusercontent.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/main/images/blog.jpg)
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9 |
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10 |
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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) |
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) |
3 |
Docker Tutorial in Hindi 2022 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
4 |
CS 329S: Machine Learning Systems Design |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
5 |
Full Stack Deep Learning 2019 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
6 |
MLOps - Machine Learning Operations |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
7 |
MLOps: ML Deployment 2020 |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
8 |
Mlops Live Webinar |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
9 |
Azure MLops |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
10 |
MLOps by Pragmatic AI Labs |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
11 |
MLops Tutorial by DVC.org |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
12 |
Kubernetes Tutorial for Beginners [FULL COURSE in 4 Hours] |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/videolink.jpg) |
13 |
Docker Tutorials For Beginner - 2 Million view |
![](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 |
Awesome MLops |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
2 |
MadewithML |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
3 |
Awesome Production Machine learning |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
4 |
MLOps - Best Blog(Neptune.ai) |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
5 |
OPERATIONALIZING MACHINE LEARNING |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
6 |
Practical Guide of MLOps by Google |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
7 |
Awesome MLOps Guide Tools |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
8 |
MLops Blogs by MLOps BootCamp |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
9 |
FedML MLOps Introduction |
![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
10 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
11 |
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12 |
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13 |
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![](https://github.com/ashishpatel26/Resources_Bank_CV_NLP_MLops/raw/main/images/extralink.jpg) |
๐ Thanks for Reading ๐ More is coming stay tune โน๏ธโโ๏ธ