This page is used to collect notes. I use this to share relevant notes, links and documents with my friends and colleagues. Feel free to browse them. If you landed on this page looking for specific information or link and could not find it then please let me know aprakash @ brandeis . edu
Presentations
These are the presentations or class slides for the seminar talks or classroom lectures I have given. These are the most requested urls, and main reason for creation of this page.
- Building Blocks of Deep Learning - Apr 9, 2018
- Computer Vision with Convolutional Neural Networks - Apr 11, 2018
- General purpose GPU Computing and CUDA - Nov 30, 2015
- RNN, LSTM, NTM, GRU, RMVA, OMG !! - Nov 18, 2015
- Value of a feature - October 19, 2015
- Why CNN works - October 7, 2015
- Deeper inside CNN - September 29, 2015
- Inside CNN - September 16, 2015
- Deep Learning and CNN - February 22, 2016
(Very basics of Deep learning and CNN, meant as a gentle introduction to the field) - Neural Networks and Deep Learning - May 2, 2016
- Visual Question Answering - August 12, 2016
Slides for classes taught by Adi
| Jan 30 | Neural Networks and Deep Learning | Google Slides | |
| Feb 01 | Convolutional Neural Networks | Google Slides | |
| Mar 09 | Recurrent Neural Networks | Google Slides | |
| Mar 15 | Object localization and detection | Google Slides | |
| Mar 27 | Neural Networks with Memory | Google Slides |
Learning
- Deep Learning - Collection of articles, codes, repos, tutorials, and other links which I have found useful.
- Machine Learning - similar stuff but for Machine Learning
- Papers - Collection of great papers in Computer Science in general, and machine learning in specific.
Research
- Computer Vision / Deep Learning - Notes related to my current work, papers I am reading, and some random scribble
- Visual Question Answering - Relevant information, temeporary results and other notes regarding my current research in Visual Question Answering.
- Transfer Learning - Long term research on doing efficient transfer learning and fine-tuning of image features obtained from deep convolutional network.
- Convolutional Neural Network - Generic information about Convolutional Neural Network – not much on this page for now.
- GPU Hardware & Infrastructure - Notes related to GPU cluster, my experiences with building one, and latest in the field
Computer Science
- Data Structures and Algorithms - Collection of references, tutorials, and links. I use this to refer to my students from CS 180.
- Programming - Collection of programming related references, articles, and competitions and learning resources
- Image Processing and Comupter Vision - Collection of articles, and tutorials which are essentially Image processing or old school computer vision. Deep Learning associated work are available here Deep Learning
Mathematics
- Probability And Statistics - Collection of great articles, tutorials and very useful links about Proability and Statistics
- Others - Tutorials, articles and useful links in other areas of maths.
Current Affairs
- AlphaGo - About AlphaGo, how it works, and it’s matches against Lee Sedol
Blogroll
- http://karpathy.github.io/
- http://benanne.github.io/
- http://iamtrask.github.io/
- http://rocknrollnerd.github.io/
- https://chrisjmccormick.wordpress.com/
- http://www.wildml.com/
- https://recommend-papers.org/
- http://inverseprobability.com/blog.html
- https://svail.github.io/
- http://randomekek.github.io/
- http://blog.kaggle.com/
- http://www.erogol.com/
Blog Aggregators
Awesome Lists
- Awesome Deep Vision
- Awesome Deep Learning
- Awesome Machine Learning
- Awesome Python
- Awesome Linux
- Awesome list of awesome lists
Cheatsheets
Misc
- Chess - Chess, a wonderful game. My collection of articles, amusing facts, etc. I also use this link to share the often requested inputs.
- Linux Hacks - My favorite linux hacks, and useful commands for increasing productivity
- Productivity - who does not slack ? Collection of some interesting articles which dicuss procrastination, productivity and efficiency in working.
- Books - List of books I intend to read, reading or just a general recommendation for anyone looking for great book to read.
- Climbing - Interesting articles about rock climbing, techniques, some cool videos from competitions or outdoor climbing and great climbers to follow on instagram.
- Name - The etymology, meaning, and history behind my name - Aaditya (or Aditya or Adi)?
All the sub-pages
- writing
- visualization
- research
- quotes
- quantitative_trading
- python
- programming
- productivity
- probability_statistics
- playground
- papers
- nn_hardware
- new_machine
- name
- misc
- maths
- machine_learning
- linux
- learning
- image_compression
- hardware
- features
- deep_learning_coding_tutorial
- deep_learning
- CS175
- computer_vision
- climbing
- chess
- books
- alphago
- algorithms