Analyses of Deep Learning (STATS 385)

Statistics of Deep Learning Generative Models

Deep learning is a transformative technology that has delivered impressive improvements in image classification and speech recognition. Many researchers are trying to better understand how to improve prediction performance and also how to improve training methods. Some researchers use experimental techniques; others use theoretical approaches. In this course we will review both experimental and theoretical analyses of deep learning. We will have 8 guest lecturers as well as graded projects for those who take the course for credit

11 May 2023

MIT FUTURE OF AI Foundation Models & Generative AI

ChatGPT Copilot CLIP Dall-E Stable-Diffusion

Lectures are created by Rickard Brüel Gabrielsson — a MIT researcher specializing in foundation models and generative AI, previously at Stanford.

11 May 2023

Annotated Research Paper Implementations Transformers, StyleGAN, Stable Diffusion, DDPM/DDIM, LayerNorm Nucleus Sampling and more

Research Paper Implementations labml.ai

This is a collection of simple PyTorch implementations of neural networks and related algorithms These implementations are documented with explanations, and the website renders these as side-by-side formatted notes. We believe these would help you understand these algorithms better.

11 May 2023

MLOps Principles

MLOps

With Machine Learning Model Operationalization Management (MLOps), we want to provide an end-to-end machine learning development process to design, build and manage reproducible, testable, and evolvable ML-powered software.

11 May 2023

Applied LLMs Mastery 2024

LLM

This course caters to a diverse audience, including business leaders, professionals, computer science enthusiasts, or students looking to enhance their knowledge in LLMs

11 May 2023

The Python Show

Python and its applications

Various podcast about python and its domain containing huge application.

11 May 2023

ML Blog - Maxime Labonne

GNN LLM Implementation of various Models Deep Learning NLP

Technical articles about graph neural networks, large language models, and convex optimization.

11 May 2023

Deep Unsupervised Learning

Unsupervised Learning Generative Models

This course will cover two areas of deep learning in which labeled data is not required Deep Generative Models and Self-supervised Learning

11 May 2023

Stanford A.I. courses

A.I. courses Deep Learning Machine Learing MLOps Design Develop Deploy Iterate

We have added video introduction to some Stanford A.I. courses from Fall 2019 CS229. Please check them out at https://ai.stanford.edu/stanford-ai-courses

11 May 2023

Mathematical Engineering of Deep Learning

Deep Learning Mathematical

Overviewing deep learning foundations, the treatment includes convolutional neural networks recurrent neural networks, transformers, generative adversarial networks, diffusion models, reinforcement learning, graphical neural networks, and multiple tricks of the trade.

11 May 2023

Baseten

Latest Models Deep Learning NLP

Baseten provides all the infrastructure you need to deploy and serve ML models performantly, scalably, and cost-efficiently.

11 May 2023

LLM Visualization

Transformer Visualization

A visualization and walkthrough of the LLM algorithm that backs OpenAI's ChatGPT. Explore the algorithm down to every add & multiply, seeing the whole process in action.

11 May 2023

deeplizard

Deep Learning Machine Learing Programming language

Teaches PyTorch/Tensorflow in a very fun way

11 May 2023

Zero To One For NLP

NLP Resources and Blogs

All the best NLP resources out there

11 May 2023

fiveMinuteStats

Statistics

Statistics

11 May 2023

UvA - Machine Learning 1

Machine Learning Erik Bekkers

Lectures and slides for the UvA Master AI course Machine Learning 1

11 May 2023

Made With ML

Deep Learning Machine Learing MLOps Design Develop Deploy Iterate

Learn how to combine machine learning with software engineering to design, develop, deploy and iterate on production ML applications.

11 May 2023

FOUNDATIONS OF MACHINE LEARNING

Deep Learning Machine Learing David S. Rosenberg

Understand the Concepts, Techniques and Mathematical Frameworks Used by Experts in Machine Learning

11 May 2023

Andreas Maier -Pattern Recognition and Deep Learning

Pattern Recognition Deep Learning

Professor Andreas Maier's teaching style is both unique and effective, as he incorporates memes into his slides to make complex concepts crystal clear. This approach not only engages students but also ensures that they grasp the material easily and enjoy the learning process.

11 May 2023

Deep Learning - IIT Madras B.S. Degree

Deep Learning

Deep Learning IITM BS Degree

11 May 2023

DEEP LEARNING COURSE

Deep Learning NLP

This course is a thorough introduction to deep-learning, with examples in the PyTorch framework- machine learning objectives and main challenges, tensor operations, automatic differentiation, gradient descent, deep-learning specific techniques, generative, recurrent, attention models.

11 May 2023

How transformer works?

Deep Learning Machine Learing Research Papers NLP

Generative AI exists because of the transformer.

11 May 2023

For Statistics and Probability Lovers

statistics probability R python

The bookdown package is an open-source R package that facilitates writing books and long-form articles/reports with R Markdown

11 May 2023

Stanford CS25 Transformers United

Transformers Research Papers

In this seminar, we examine the details of how transformers work, and dive deep into the different kinds of transformers and how they're applied in different fields. We do this through a combination of instructor lectures, guest lectures, and classroom discussions. We will invite people at the forefront of transformers research across different domains for guest lectures.

11 May 2023

Deep Learning NYU CENTER FOR DATA SCIENCE

Deep Learning NLP Tutorials Lectures Speech Recognition Computer Vision

This course concerns the latest techniques in deep learning and representation learning,focusing on supervised and unsupervised deep learning, embedding methods, metric learning, convolutional and recurrent nets, with applications to computer vision, natural language understanding, and speech recognition.

11 May 2023

Aman.ai

Deep Learning Machine Learing Research Papers NLP

exploring the art of artificial intelligence one concept at a time.

11 May 2023

ruder.io

Deep Learning Machine Learing Research Papers NLP

A blog about natural language processing and machine learning.

11 May 2023

Distilled AI

Deep Learning Machine Learing Research Papers

Updated Research Paper in field of AI

11 May 2023

Deep Learning Lightning AI

Course Deep Learning

Deep Learning Fundamentals

09 May 2023

Machine Learning Mystery

Blogs Implementations Tutorials

Github repo contaning links for all blogs

08 May 2023

Towards Data Science

Blog

Towards Data Science blogs are amazing to understand concepts in details

07 May 2023

Paperspace Blog

Blogs

Tutorials, sample apps, and more created by the Paperspace internal research team and community

07 May 2023

Deep Learning - Ian Goodfellow and Yoshua Bengio and Aaron Courville

MIT Press Book Deep Learning

The Deep Learning textbook is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular. The online version of the book is now complete and will remain available online for free.

07 May 2023

Adit Deshpande

Blogs Implementations Tutorials

The Last 5 Years In Deep Learning

06 May 2023

Machine Learning Mastery

Deep Learning Machine Learing Statistics Blogs and Tutorials

An epic journey through statistics and machine learning

06 May 2023

DeepLearning.AI Blog

Blogs

DeepLearning.AI

06 May 2023

IreneLi Blogs

Deep Learning CNN NLP Blogs and Reading material

I want to share my learning journals, notes, and programming exercises with you. The topics include data science, statistics, machine learning, deep learning, AI applications, etc.

05 May 2023

Hugging Face Blogs

Blog HG

Posts articles and discussions

05 May 2023

DAIR.AI

Natural Language Processing Blogs

Democratizing Artificial Intelligence Research, Education, and Technologies

05 May 2023

Awesome-tensorflow

Tensorflow

A curated list of awesome TensorFlow experiments, libraries, and projects. Inspired by awesome-machine-learning.

04 May 2023

STATQUEST!!!

Deep Learning Machine Learing Statistics Double BAM!

An epic journey through statistics and machine learning

04 May 2023

Peter Roelants

Blogs Implementations Tutorials

Machine Learning, Software Engineering, Data Science, Mathematics, Probability Theory, and other things.

04 May 2023

Deep Learning Specialization

Deep Learning Andrew Ng

Become a Machine Learning expert. Master the fundamentals of deep learning and break into AI. Recently updated with cutting-edge techniques!

03 May 2023

CNN Explainer

Deep Learning CNN

Learn Convolutional Neural Network (CNN) in your browser!

03 May 2023

Visual Paper Summary- ALBERT (A Lite BERT)

Natural Language Processing Transformer

Amit Chaudhary

03 May 2023

Understanding deep Convolutional Neural Networks 👁 with a practical use-case in Tensorflow and Keras

Tensorflow Convolutional Neural Networks

In this article, I'll go beyond the overall hype you'd encounter in the mass media and present a concrete application of deep learning.

02 May 2023

VGG Convolutional Neural Networks Practical

CNN Pretrained Model

This is an Oxford Visual Geometry Group computer vision practical, authored by Andrea Vedaldi and Andrew Zisserman (Release 2017a).

02 May 2023

Dive into Deep Learning

Deep Learning

Interactive deep learning book with code, math, and discussions. Implemented with PyTorch, NumPy/MXNet, JAX, and TensorFlow. Adopted at 400 universities from 60 countries

02 May 2023

11-785 Introduction to Deep Learning

Deep Learning

The course is well rounded in terms of concepts. It helps us understand the fundamentals of Deep Learning.

01 May 2023

TensorFlow-Tutorials

Tutorials

Simple tutorials using Google's TensorFlow Framework

01 May 2023

Neural Networks and Deep Learning COMP9444

Deep Learning

COMP9444

01 May 2023

DEEP BLUEBERRY BOOK

Deep Learning CNN NLP

This is a tiny and very focused collection of links about deep learning. If you've always wanted to learn deep learning stuff but don't know where to start, you might have stumbled upon the right place!

28 April 2023

MIT Introduction to Deep Learning

Deep Learning

MIT's introductory program on deep learning methods with applications in game play, and more!

28 April 2023

NVIDIA Deep Learning Institute

Deep Learning

The NVIDIA Deep Learning Institute (DLI) offers resources for diverse learning needs—from learning materials, to self-paced and live training, to educator programs

28 April 2023

Applied Natural Language Processing - IIT Madras

NLP

Applied Natural Language Processing NPTEL-NOC IITM.

27 April 2023

CMU CS 11-747,Neural Networks for NLP

NLP Transformers Deep Learning

Carnegie Mellon University NLP Lecture

26 April 2023

Deep Natural Language Processing - Lectures series from Oxford

NLP Transformers Deep Learning

Oxford Lectures

25 April 2023

NLP Demystified

Nitin Punjabi NLP Transformers Deep Learning

If your are looking to complete NLP with complete understanding and fast coding based this course is best for this!

25 April 2023

UvA Deep Learning Tutorials!

Tutorials

The notebooks are presented in the first hour of every group tutorial session. During the tutorial sessions, we will present the content and explain the implementation of the notebooks.

24 April 2023

Brandon Rohrer

ML DL

Stuff for Deep learing , machine learning and Statistics

24 April 2023

Natural Language Processing -Machine Learning University

NLP

This content is based on Machine Learning University (MLU) Accelerated Natural Language Processing class.

24 April 2023

Fast.ai course

NLP

This covers a blend of traditional NLP topics (including regex, SVD, naive bayes, tokenization) and recent neural network approaches (including RNNs, seq2seq, GRUs, and the Transformer), as well as addressing urgent ethical issues, such as bias and disinformation.

24 April 2023

YSDA Natural Language Processing course

NLP

NLP Course

24 April 2023

The Illustrated Transformer -Jay Alammar

Transformer NLP

The Transformer – a model that uses attention to boost the speed with which these models can be trained. The Transformer outperforms the Google Neural Machine Translation model in specific tasks.

24 April 2023

Deep Learning @ VU

Deep Learning

Deep Learning at VU University Amsterdam

23 April 2023

Understanding LSTM Networks

LSTM RNN

Very good blog if you are confused or couldnt understand LSTM Networks.

23 April 2023

CS7015 Deep Learning -Mitesh Khapra

Deep Learning CNN NLP

This is best course for beginners. The way sir teach concepts is unique than many other and very understandable. It has very curated slides and also assignments

22 April 2023

CS224n Natural Language Processing with Deep Learning

Natural Language Processing Stanford

In this course, students will gain a thorough introduction to cutting-edge research in Deep Learning for NLP. Through lectures, assignments and a final project, students will learn the necessary skills to design, implement, and understand their own neural network models.

21 April 2023

CS583 Deep Learning

Deep Learning

Amazing Deep Learning Course with slides and videos

20 April 2023

Deep Learning | University of Tübingen

Deep Learning

This course will introduce the practical and theoretical principles of deep neural networks. Amongst other topics, we will cover computation graphs, activation functions, loss functions, training, regularization and data augmentation as well as various basic and state-of-the-art deep neural network architectures including convolutional networks and graph neural networks.

20 April 2023

Deep Learning UC Berkeley STAT-157 2019

Deep Learning CNN NLP

Deep Learning UC Berkeley STAT-157 2019 by Alex Smola

20 April 2023

Deep Learning -CS 182 Spring 2021

Course

Lectures for UC Berkeley CS 182 Deep Learning.

20 April 2023

Serrano.Academy

Machine Learning Deep Learning

In this page, you will find educational material in machine learning and mathematics. Most of it comes from my YouTube channel, which I encourage you to subscribe to, and my book Grokking Machine Learning.

20 April 2023

Deep Learning with Pytorch From Zero to GNN

Deep Learning Pytorch

Series of videos to take from ground zero to graph neural network, in between several topics will be covered along with code implementation.

10 April 2023
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