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. DeepLizard

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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Top 8 datasets useful for Machine Learning Projects #DataScientist #DeepLearning

This video will explain how Data Scientists and Python developers can validate their system projects using in built data sets.... Without gathering new datasets, Machine Learner and Deep Learners can utilize these datasets free of cost... 1. https://www.kaggle.com/ 2. https://cocodataset.org/#home 3. https://www.openml.org/s/88/data 4. https://www.nist.gov/data 5. UCI Machine Learning Repository: Data Sets: https://archive.ics.uci.edu/ml/datase... 6. https://exposing.ai/duke_mtmc/ 7. https://data.world/datasets/open-data 8. https://securegrants.neh.gov/open/data/ For any Query mail me at: sachinsax@gmail.com Official Facebook Page: https://www.facebook.com/coer1999unpl... Personal Facebook Page: https://www.facebook.com/sachin36500081 Linkedin Profile: https://www.linkedin.com/in/sachin-sa...