Theory behind Deep Learning

 

Syllabus Click here

Deep Learning Lecture 1

Deep Learning Lecture 2 

Deep Learning another note

Best Deep Learning YouTube Videos:

1. Web Scrapping: 

2. Dr Deep Learning: 

3. Medical Deep Learning

4. brain tumor detection Deep Learning

 https://www.youtube.com/watch?v=1fBx2laX9pg

 https://www.youtube.com/watch?v=5lgrlddp-98

5. Orange Software

6. Deep Learning Algorithm:

 https://www.youtube.com/watch?v=NQRs4YBJwe8

        Semantic segmentation architecture implementation in TensorFlow 2.0:         UNET: https://youtu.be/NKOOA_xxCKE         RESUNET: https://youtu.be/-Tzm-tT3sCk         VGG16 UNET: https://youtu.be/mgdB7WezqbU         VGG19 UNET: https://youtu.be/2D5WLsrc-Go         RESNET50 UNET: https://youtu.be/wYiJHFQ6f0Q

7. Medical Image Analysis

        

8. Deep Learning - Image Classification Tutorial step by step (for Beginners) (python / TensorFlow)

 https://www.youtube.com/watch?v=Gz_PsRRxrHM

https://www.youtube.com/watch?v=jwt-8-MBQuE&list=PL76_bv8CwSXQxgNZtNHffABThdqwopesu

9. Potato diseases using Tensor flow deep learning: click here

      

10. Computer Vision using Python: click here 

11. Learn Probability using simple games :

click here

click here

12. Video K means Cluster https://www.youtube.com/watch?v=EItlUEPCIzM

13. Python Course for beginners:

https://www.youtube.com/watch?v=-6RqxhNO2yY

14. TensorFlow Hands on coding

https://www.youtube.com/watch?v=z4p1WiN5_vA

https://www.youtube.com/watch?v=IhiW1gkLPLQ

15. 

Webinar - Research Issues In Medical Image Processing

16. 

Brain Tumor Classification Using Deep Learning Algorithms

Best Online Course websites:

1. Coursera : https://courses.cognitiveclass.ai/courses/course-v1:CognitiveClass+ML0101ENv3+2018/courseware/042a8fa2e0a64fd081180b29316aa963/f8da9062def84ff8b8e04328283f1706/?activate_block_id=block-v1%3ACognitiveClass%2BML0101ENv3%2B2018%2Btype%40sequential%2Bblock%40f8da9062def84ff8b8e04328283f1706

2. Cognitiveclass: https://cognitiveclass.ai/courses/introduction-deep-learning

3. Best Machine Learning Simple learn

https://lms.simplilearn.com/courses/2789/Machine-Learning/syllabus

4. Recurrent Neural Network

https://www.analyticsvidhya.com/blog/2019/01/fundamentals-deep-learning-recurrent-neural-networks-scratch-python/

https://www.guru99.com/rnn-tutorial.html

https://www.datacamp.com/complete-your-profile?redirect=%2Fcourses%2Frecurrent-neural-networks-for-language-modeling-in-python%2Fcontinue

5. https://www.freecodecamp.org/learn/data-analysis-with-python/

Dataset: 

CalTech101 dataset download link for Transfer Learning session

https://drive.google.com/drive/folders/17cIXxPxqC_6BbPxTGwTsOEJGY_DFi1w_?usp=sharing

Deep Learning Blogs:

https://fahadhussaincs.blogspot.com/p/home.html

Best Machine Learning Simulators:

1. https://datavizcatalogue.com/

2. http://playground.tensorflow.org/

3. https://quickdraw.withgoogle.com/

4. https://www.autodraw.com/

5. https://scroobly.com/

6. https://teachable.machine.withgoogle.com/

7. https://ncase.me/loopy/

8. http://projector.tensorflow.org/

9. https://creators.aiva.ai/login

10. https://distill.pub/2016/handwriting/

11. https://www.afiniti.com/corporate/rock-paper-scissors

12. https://www.cs.ryerson.ca/~aharley/vis/conv/

13. https://chat.kuki.ai/

14. https://www.cleverbot.com/

15. http://www.jabberwacky.com/

Learn Gradient Descent:

https://www.youtube.com/watch?v=IHZwWFHWa-w 

Best websites to Learn Deep Learning: 

1. https://www.deeplearningbook.org/

2. https://cs231n.github.io/convolutional-networks/

3. https://towardsdatascience.com/a-comprehensive-guide-to-convolutional-neural-networks-the-eli5-way-3bd2b1164a53

4. https://towardsdatascience.com/the-4-convolutional-neural-network-models-that-can-classify-your-fashion-images-9fe7f3e5399d

5. https://insightsimaging.springeropen.com/articles/10.1007/s13244-018-0639-9

6. https://www.sciencedirect.com/topics/computer-science/multilayer-perceptron

Best GitHub repository for Deep Learning Algorithms: 

https://github.com/packtpublishing/hands-on-deep-learning-algorithms-with-python

1. https://github.com/chain-breaker/pneumonia-detection-using-chestXrays-with-CNN-SVM

2. Python course for beginners 

https://github.com/Akuli/python-tutorial/tree/master/basics

https://github.com/in28minutes/python-tutorial-for-beginners#chapter-01---getting-ready-with-python

https://github.com/PacktPublishing/Hands-On-Deep-Learning-Algorithms-with-Python

https://github.com/PacktPublishing/Hands-On-Deep-Learning-Algorithms-with-Python

7. https://github.com/aladdinpersson/Machine-Learning-Collection

Code ipynb:

https://drive.google.com/file/d/1fMvJx9eMJuJrTcMKaD94RaN_obzBe2rc/view?usp=sharing

https://drive.google.com/drive/folders/1yRwarbBrnAYdi1A7g43Ps6FfHTWu8M8x?usp=sharing

FDP Day1 Session: Hands of training Coding -reg

https://drive.google.com/file/d/1xf3TiT2GbNrIiFcvgChtAynBYyFiWZgU/view?usp=sharing

Recurrent Neural Network for csv file

https://www.freecodecamp.org/news/the-ultimate-guide-to-recurrent-neural-networks-in-python/

https://www.freecodecamp.org/news/dive-into-deep-learning-with-these-23-online-courses-bf247d289cc0/

Recurrent Neural Network code:

https://github.com/llSourcell/recurrent_neural_network

Recurrent Neural Network theory:

http://www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-1-introduction-to-rnns/

http://karpathy.github.io/2015/05/21/rnn-effectiveness/

Best Kaggle repository: 

1. Brain Tumor Classification:

https://www.kaggle.com/sartajbhuvaji/brain-tumor-classification-mri/code

https://www.kaggle.com/kanncaa1/machine-learning-tutorial-for-beginners

Deep Learning PPT Links: 

1. https://docs.google.com/presentation/d/1RKwHKi-q-uyRYGY1O_TwS6Jl7svLmZOq/edit?usp=sharing&ouid=110433646834834697097&rtpof=true&sd=true

2. https://drive.google.com/file/d/1K63zlfFZa5zDkfjyF5Ii2ULPC_eEe0dx/view?usp=sharing

Best Social Media Post or Groups illustrating Deep Learning:

Data Sourcing via Web

https://mail.google.com/mail/u/0?ui=2&ik=9c34eb208c&attid=0.1&permmsgid=msg-a:r-7074767993489899279&th=17b24a80b19a3e11&view=att&disp=safe&realattid=f_ks2w2scj0

E-Books collection of Deep Learning:

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 1

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 2

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 3

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 4

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 5

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 6

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 7

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 8

E Book Hands-On- Book Deep-Learning-Algorithms-with-Python 9

https://d2l.ai/d2l-en.pdf

https://allitbooks.net/download-file.html

https://github.com/janishar/mit-deep-learning-book-pdf

 

WITH REGARDS
SACHIN KUMAR SAXENA
With you, In Christ, In His Mission
Assistant Professor, CSE DEPARTMENT,

SRMS College of Engineering,Technology &

Research, Bareilly, Uttar Pradesh

+91-8909603708

Check my blog for B.Tech.(CSE), M.Tech.(CSE) GATE/UGC NET (Computer Science) handwritten notes:

 personal web resources :
- [Tutor's Blog](https://sachinplacement.blogspot.com/)
- [Tutor's LinkedIn Profile](https://www.linkedin.com/in/sachin-saxena-graphic-designer/)
- [Tutor's GitHub Link](https://github.com/sachin365123/examworld.co.in)
- [Tutor's Python YouTube Channel](https://youtube.com/playlist?list=PLmhdUvQQZFDnVhYH5CSfhhSH8dXPtxFsK)

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