AI ML Resources from My Diary
This is my personal diary which contains resources, which I know, learned or people have told me to experiment with. I started writing this diary in Mar’ 2019. This diary is related to my work/learning in data science, AI, ML, NLP, DL, GNN, GAN, Statistics, etc. A few links related to Software Development, People Management, Project Management are also kept in this diary. The resources here are python/R library link, blog articles, YouTube video links, article links, AI products links, architecture, images etc. The Table of Content and Content of this diary is not any specific order. Whatever I was/am getting I keep adding into this, mostly towards the end but not always.
This is a 390 page personal learning diary and it contains approx 1000 resources. List of the resources available in this file are mentioned below.
Table of Contents
- ITU-AI-ML-in-5g-challenge / GNN Challenge
- Graph Neural Networks - a perspective from the ground up
- sebastianraschka DS courses
- github: Pycaret
- TF GNN
- Mainfold Learning
- Summary of Data Science
- Dr Repair - Graph-based, Self-Supervised Program Repair from Diagnostic Feedback
- Interesting way to analyze a time series
- Scrum vs Kanban
- Leadership Qualities
- Graph for Timeseries
- Merlion
- GNN based Movie Trailer Generator
- Notation — ML Glossary documentation
- How to Improve
- Machine Learning & Data Science Competitions - ML Contests
- The evolution of the Employee
- Yann LeCun’s Deep Learning Course at CDS – NYU Center for Data Science
- Taxonomy of GNN Learning Methods
- GNN for Novice
- Some free alternatives software to MATLAB
- 500 Page Book on Quantum Computing
- 2022 Top 22 Tech Trends
- Acing Data Science Interview Questions
- Garbage Features
- SQL Training
- Process Mining
- Best Graph Neural Network architectures: GCN, GAT, MPNN and more \ AI Summer
- Free AI, DL, Maths, Python Resources MarkTechPost.com
- Merlion Architecture
- 70 Free Online Courses for Data Science to Advance Your Skills in 2022
- Machine Learning Simplified
- The most innovative AI algorithms released in 2022 (till date)
- Transformer Takeover in AI
- AIOPS
- DS Books
- Techprofree books
- Autoencoders-tutorial
- GNN
- github: 500-AI-Machine-learning-Deep-learning-Computer-vision
- The NLP Index: 3,000+ code repos
- github: Nyandwi/machine_learning_complete
- Leadership Lessons from APJ Kalam
- Github: Python framework to explore, label, monitor data nlp projects
- Maths for Data Science by IITM
- Datarobot
- github: SeldonIO
- Internshala
- konfhub
- Machine Learning Projects in Python
- github: Merlion
- github: aws-samples ml-inference-using aws lambda
- Traditional ML vs Transfer Learning
- How To Use The 4 Types Of Intelligence To Make Better Decisions
- Microsoft SDE Sheet - Top 35 Most Frequently asked
- Global AI Hub – Build your future
- Keras community built 100 concise and clear code examples
- Intro to machine learning compilers and optimizers
- Approaches to process and classify images in a new way.
- Inductive link prediction in knowledge graphs
- TensorFlow tutorials
- DevOps - Azure Board Training
- Intelligent Graph
- Great NLP, Text Mining Talks post
- Google Cloud Tools
- Spark NLP \ State of the Art Natural Language Processing \ John Snow Labs
- Channels to Learn Python
- What is Neural Network? How does it understand things?
- World’s Leading AI and Technology Publication
- Skills, Roles and Responsibilities in Data Science
- Complexity Explorer
- Network Science by Albert-László Barabási
- Graph Neural Networks: Models and Applications
- NLP in Notebooks Competition
- GNN TimeSeries Intelligence
- Tuning Neural Networks Part I: normalize your data
- Multi-paragraph segmentation
- Machine Learning 2020 summary: 84 interesting papers/articles
- GitHub Announces GitHub Open-Source Grants Recipients In India
- Watch “Python Tutorial For Beginners In Hindi (With Notes) 🔥” on YouTube
- Quantum Computing Course
- Optimum: The Optimization Toolkit for Transformers at Scale
- CPU, GPU, TPU, FPGA
- Textless NLP: Generating expressive speech from raw audio
- Textless NLP: Generating expressive speech from raw audio
- How Data-Centric Platforms Solve the Biggest Challenges for MLOps - The Databricks Blog
- Best Resources to Learn Natural Language Processing in 2021 - KDnuggets
- Index of Best AI/Machine Learning Resources \ Hacker Noon
- Qwiklabs - Hands-On Cloud Training
- Introduction to Graph Neural Network (GNN) \ Analytics Steps
- Watch “Auto Tensorflow - End to End AutooML solution - Exclusive Launch” on YouTube
- Graph Database, GraphQL and Machine Learning for Carbohydrate-Active Enzymes
- Pydantic experiment
- Graph ML
- Reinforcement Learning Lecture Series 2021 \ DeepMind
- Advances in Cybernetics, Cognition, and Machine Learning for Communication … - Google Books
- Visualization — Effective Python for Data Scientists
- The NLP Index
- Github: Anomaly Detection Open source
- Patsy: Build Features with Arbitrary Python Code - Data Science Simplified
- Introducing OpenSearch \ AWS Open Source Blog
- End-to-End Differentiable Molecular Mechanics Force Field Construction
- Learning resources \ DeepMind
- Understanding LSTM Networks – colah’s blog
- Machine Learning Models as Micro Services in Docker
- Unsupervised Learning Techniques
- A 10 free ‘Springer’ Books on the Topics of AI, Ethics, Machine Learning, Robotics, Cybersecurity, Philosophy, Science & Innovation
- Deep Learning on Graphs: Past, Present, And Future :
- Watch “Ask the Expert: VS Code: Development in the Open” on YouTube
- Analytics Tools
- Online Data Science Course from Univ
- ML Powered Apps vs Traditional Programming
- Task:Introduction to Deep Learning
- How Pokémon GO scales to millions of requests? \ Google Cloud Blog
- A programmers guide to data mining
- Pokeman go architecture
- GNN summary paper
- Regression Cheatsheet
- Github: Data deduplication tool
- Kappa for model evaluation
- Data science resources
- IIT Bombay Invites Applications from Students for Free Online Course on Quantum Mechanics
- ViT
- How Storytelling Affects the Brain
- Navigating the Dozens of Different Strategy Options
- Pytorch
- GNN
- AutoML
- Deep Graph Neural Networks
- Meta’s Neural Prophet
- Summary of HTTP Errors
- mlcontents.com
- What is R used for?
- Intermittent Demand Forecasting with Deep Renewal Processes – Deep & Shallow
- Github: GNN Challenge 2021
- Holographic Principles
- GNN Notation
- AI Consulting: In-depth Guide with Top AI Consulting Firms
- 4 Keys to Effective—and Honest—Data Visualizations
- SVM
- ML For Managers
- How to Talk to Your Data Scientist \ HuffPost Impact
- Simplex Method with NumPy and Matrix Operations
- Optimization problem
- Difference between Soft Computing and Hard Computing
- A Global Breakdown of Greenhouse Gas Emissions by Sector
- Turing Bletchley: A Universal Image Language Representation model by Microsoft - Microsoft Research
- Timeseries Library
- 10 Mysterious And Rare Artifacts You Didn’t Know Before - TopTenScience
- Categorical Encoding Cheat Sheet
- Quantum Computing
- NeurlPS 2021—12 papers You Shouldn’t miss
- Architecture of Modules in Merlion
- poetry python dependency and package manager
- The Technique of English Word Syllable Division in Speech …
- Tutorial on reading large datasets \ Kaggle
- NVIDIA NLP in Production
- Glassdoor Data Science Career Path
- Google Using Deep Learning to Design Chips
- MLContests.com
- 280+ Machine Learning Projects with Python
- Machine learning engineer R&R
- CNN and Transformer
- AI, ML Tools
- SBI Innovate for Bank 2022 Hackathon Technology Partner Microsoft \ TechGig
- Intro to Intel’s Distribution of OpenVino Toolkit
- A Practical Strategy to Share the Code among Different Notebooks \ by Angelica Lo Duca \ Towards AI
- Chart type selection
- Monitoring NLP Pipelines
- The Best NLP with Deep Learning Course is Free
- Yellowbrick Python Library for ML
- GoogleNews pip
- Spring 2021 Schedule - Full Stack Deep Learning
- Book Recommender System
- Airflow
- Mathematics of Big Data and Machine Learning
- Data integrity issues
- MLOPS with AWS 9 Weeks Course
- Streamlit Tutorials Playlist
- Online AI projects
- 3D Vision Summer School
- 40 Open-Source Audio Datasets for ML
- Intro to Intel’s OpenAPI
- HackerNoon
- ML Tools
- Data Science Competitions
- PyScript - JavaScript’s sweet cousin.
- GraphWorld: A Methodology For Analyzing The Performance Of GNN Architectures
- github: connorferster
- SQL Joins
- Handling Missing Data
- ML Pipeline
- Generative Process - Overview of Neural Testbed
- github: SeldoneO
- Tracking Progress in Natural Language Processing \ NLP-progress
- Neural Voice Camouflage
- 9 Free Cloud Storage
- Generative Adversarial Networks \ Generative Models
- Watch “Markov Chains Clearly Explained! Part - 1” on YouTube
- Stastistical tests
- Watch “How to write a report using LATEX” on YouTube
- AIM Survey - State of AI in Indian Enterprises
- Data-Centric AI Competition Submission Guide
- Understanding the role of individual units in a deep neural network \ PNAS
- TPOT
- Alexnet Architecture \ Introduction to Architecture of Alexnet
- Watch “Introduction to AWS Services” on YouTube
- Watch “Microservices Interview questions \ Interview Preparation” on YouTube
- Watch “12 Factors App \ MicroServices Architecture \ Cloud Native Best Practices” on YouTube
- Watch “Microservices Design Patterns \ Microservices Architecture Patterns \ Edureka” on YouTube
- Watch “Microservices vs API \ Differences Between Microservice and API \ Edureka” on YouTube
- Watch “Build a custom ML model with Vertex AI” on YouTube
- [Infographics] Data Science Skills Roadmap: Skills and Certifications to Have in 2021 \ SDS Club
- Autoencoders in Python \ How to use Autoencoders in Python
- How to Calculate Feature Importance With Python
- MLOps - Machine Learning Operations
- Ten Highest Paying Companies for Data Scientists in 2021
- MLOps Course \ MLOps Online Training, India - 360DigiTMG
- Continuous Integration and Deployment for Machine Learning
- Why AI is a game-changer for renewable energy \ EY - US
- Worldscholarship Forum
- Bird Song Classification using Siamese Networks and Dilated Convolutions
- Matplotlib vs. Plotly: Let’s Decide Once and for All
- Dispatch from Bangalore – TechCrunch
- RoBERTa building for Italian lang
- PyTorch 1.9 - Towards Distributed Training and Scientific Computing
- Train New BERT Model on Any Language
- How to Create Report-Ready Plots in Python
- OpenAI Launches GitHub Copilot: AI Focused On Code Generation. Should We Be Worried Now?
- What OpenAI and GitHub’s ‘AI pair programmer’ means for the software industry
- Importing/Reading Excel data into R using RStudio (readxl) \ R Tutorial 1.5b \ MarinStatsLectures
- How I passed the AWS Solutions Architect Associate Exam in 1 month 2021
- Hindawi Journals
- Is it possible to use multithreading inside of Flask?
- Introduction to Deep Learning
- 100+ Free Machine Learning Books
- Free online book - Machine Learning from Scratch
- Skill Basics
- Operating System For Machine Learning & AI
- From Pandas to PySpark with Koalas
- Free Data Science, Machine Learning
- NET Architecture Guides
- Getting Started with GPT-3 in Power Platform
- Netflix Recommendations
- Techlearn
- Data Ingestion with TensorFlow eXtended (TFX)
- The ExampleGen TFX Pipeline Component
- The School of AI
- Github: GREMLIN: An Apache TinkerPop Tutorial
- Quantum Machine Learning
- Quantum Machine Learning MOOC
- Quantum Mechanics and Quantum Computation
- Quantum Computation
- Qiskit
- TensorFlow Quantum
- CirqBasics.ipynb - Colaboratory
- QpiAI - AI and Quantum Simplified
- MadewithML
- Kick Start - Google’s Coding Competitions
- Online Python Challenges - Python Principles
- Gaining access to the best machine-learning methods - O’Reilly Radar
- Data Science Blogathon - 11
- The Machine & Deep Learning Compendium
- Github: NLP Resources dlg4nlp
- Machine Learning Life Cycle 2.0 - Mind Map
- Handbook on Data Protection and Privacy
- 6 low-code internal tool builders in 2021
- AI books
- Resources to learn DS
- Parallel Processing and Pandas
- Julia vs. Python
- Introduction to Computational Thinking
- A fun way to start learning Julia.
- Data Sceince Tools
- 5 Most Popular Datasets
- Drug Discovery Using Artificial Intelligence
- DLG4NLP tutorial
- Deep Reinforcement Learning by Pieter Abbeel
- 6 Highest Paying Data Science Certifications You Should Know
- The Great Hack \ Netflix Official Site
- Probability for Data Scientist
- Quantum Computing, Artificial Intelligence, & Machine Learning for Drug Discovery
- Gaussian processes (1/3) - From scratch
- GRAPH4NLP
- Computer Vision Skills
- The Data Science Interview Study Guide - KDnuggets
- GM VAE for NLP
- NPTEL Courses on Computer Science and Engineering
- VAE
- AWS vs. Azure vs. Google Cloud - Price Comparision
- Data Analytics and Visualization Made Easy - Juice Analytics
- JupyterLab vs DataSpell
- Top 15 YouTube Channels For Deep Learning
- GitHub : TheAlgorithms/Python
- Github: Label Studio Spacy
- Free Data Science Courses - 11-Months Free IBM Certification Courses
- Data Science Links
- Free AI Resources - MarkTechPost
- General and Scalable Parallelization for Neural Networks
- Why Machine Learning Is Changing The Advertising Industry
- Marketers: Here’s Your Statistical Models Cheat Sheet
- The Current Applications Of Artificial Intelligence In Mobile Advertising
- Statistical Inference
- CNN + Jraph in Colab
- DAIR.ai YouTube Courses
- Graph Neural Networks in Colab
- Github: Must Practice this GNN notebook
- Interview-question-data-science
- How to Become Better Listener
- Imbalance Training Data
- Introduction to Probability for Data Science
- Data retrieval with SQL, data manipulation MIT Software tool class
- 7 Ways how Data Scientists use Statistics
- Google Data Science Interview Questions and Answers
- Best Free Machine Learning Books
- Machine Learning Algorithms Cheatsheet
- Tools for Data sourcing, data wrangling, data application
- Great Leaders Are Confident, Connected, Committed, and Courageous
- 25 Github Repositories Every Python Developer Should Know
- 11 Automatic Machine Learning Frameworks in 2022
- Data Science Roles, Responsibilties, Tools
- Debugging in Python
- TensorFlow Introduces TensorFlow Graph Neural Networks (TF-GNNs)
- India has wasted the potential of its large young population
- The Power of Visualization in Data Science
- Text Generation from Knowledge Graphs
- Evidently AI - Open-Source Machine Learning Monitoring
- ShaplyAI
- BentoML
- MLOps Toys \ A Curated List of Machine Learning Projects
- Github: AI Fairness 360
- Analytics for LinkedIn
- Data Visualization Tools
- Graph ML 2022
- Graph Neural Networks through the lens of Differential Geometry and Algebraic Topology
- Data universe
- 15 Graphs You Need to See to Understand AI in 2021
- 2021’s Top Stories About AI - IEEE Spectrum
- The Pattern of Success in the Digital Leadership World
- Yann LeCun’s Deep Learning Course at CDS
- The best graph tool
- Github: 365 days computer vision
- Pytorch is a Deep Learning framework
- Rising Against the Diminisher
- Category - Programming Books
- Designing Event-Driven Systems
- Github: Seldon Core: Blazing Fast, Industry-Ready ML
- Databricks
- Deepfake using conv vision transformer
- Detection of Fake Reviews on Online Review Platforms using Deep Learning Architectures
- GNN Intro
- 50 Best Data Science Project Ideas -2022
- 60 Best Free Online Courses for Machine Learning & AI in 2022
- Data Lifecycle
- Github: HiPlot - High dimensional Interactive Plotting
- 6.10. Visualization — Effective Python for Data Scientists
- Data Science Practices & Tools
- Reproducibility in ML
- Week 4 - Reproducibility in Machine Learning: From Theory to Practice - Koustuv Sinha
- Designing, Visualizing, and Understanding Deep Neural Networks
- YOLO v4 explained in full detail
- Phases OF Dev-Ops
- ML TOOLS & TECHNOLOGIES
- PyCaret with FastAPI
- 18 Data Science Podcasts
- Effective Testing for Machine Learning (Part I)
- FREE DS MASTER CLASS SERIES (PYTHON)
- Simple Explanation of LSTM \ Deep Learning Tutorial 36 (Tensorflow, Keras & Python)
- Covid19 forecasting
- COVID-19: Face Mask Detection using TensorFlow and OpenCV
- 14 Python Lib for Cyber Security
- Roles in Data Science Project
- Computer vision datasets: VisualData Discovery
- DatAndroid Dataset
- Pandas online learning
- MongoDB Fundamentals Course
- GroundedML — ICLR 2022
- PyTorch vs. TensorFlow: Which Framework Is Best for Your Deep Learning Project?
- MLOps \ Bring DevOps To Data Science With MLOps
- Data science project life cycle
- Devops life cycle
- Continuous integration
- 3 ways to use data, analytics, and machine learning in test automation
- Automated Functional Testing - Software Testing Tool
- Using sub graph for more expressive GNN
- HOW AI & MACHINE LEARNING IS CHANGING TEST AUTOMATION
- NanoEdge AI Studio
- How I Built an ML Algorithm to Improve Test Automation
- AI and ML in Testing: X Tips To Make Test Automation Effective
- KerGNNs: Interpretable Graph Neural Networks with Graph Kernels
- TOP 10 GitHub Repositories for Data Science
- Real-time machine learning: challenges and solutions
- How to Read ML Papers Easily
- Rulebased chatbot in Python
- Forecasting: Principles and Practice
- Chapter 10 Forecasting hierarchical or grouped time series
- Will we see GPT-3 moment for computer vision?
- Tiny ML, Quantum ML, Auto ML, MLOps, Fusll Stack DL
- List of Unicorns Startups in India \ Top Unicorns in India
- SQL vs NoSQL Tools for Cloud
- Free AI Introductory Course For All
- Stanford CS224U Natural Language Understanding Spring 2021
- Grouped multivariate and functional time series forecasting:
- Cloud security assessment checklist
- Python Cheat Sheet
- Neural Network Types
- Data Science Interview Questions
- Ace the Data Science Interview book
- Cracking-the-data-science-interview
- Relationship Extraction for Knowledge Graph Creation From Biomedical Literature
- DS Community
- Metaverse – A New Era Emerging
- Tensorflow data validation
- Page rank Algo
- Github: Auto Tensorflow
- IIT Madras Offers Free Online 12- Week Certificate Course on AI
- Top 10 Applications of Machine Learning in Cybersecurity
- How to handle Emoji ‘😄’ & Emoticon ‘ :-) ’ in text preprocessing?
- Text Detection and Extraction using OpenCV and OCR
- Devanagari Handwritten Character Dataset Data Set
- Hindi-OCR
- Stack exchange all rooms
- How to improve Hindi text extraction?
- What is Categorical Data \ Categorical Data Encoding Methods
- DART
- TimeSeries Forecasting models
- Statistical Distances
- AI Usecases
- Architecture-to-operationalize-ML
- neptune.ai
- DeepMind shares a list of free AI & ML resources
- AI course
- TOC of AI course
- Data Science Conceptual Map
- Layers in NLP
- Regression Analysis Estimation and Error Function
- NLI for DB
- Transformer models - Hugging Face Course
- Learning From Data - Online Course (MOOC)
- Find Leadership Courses
- Wrapper to load dataset from remote PyTorch dataset
- Advanced Certification in Data Science and AI by IIT Madras
- How well do explanation methods for machine-learning models work?
- Confusion Matrix for 2+ Classes
- ML Algo Cheat Sheet
- Machine Learning Algorithms Free course 8hours
- AI Technologies in Construction
- Github: Data drift what next
- Cross Validation - Hold Out, K-Fold, LOOCV
- Data Science Project Lifecycle
- Data Science Tools, Algorithms, Pipeline
- Graph neural networks (GNNs)
- GNN
- Clustering
- How to master Streamlit for data science
- [ML News] ConvNeXt: Convolutions return
- Nature of Research and Questions
- Tips for Sailing Data Science job
- 7 Interactive Bioinformatics Plots made in Python and R
- Installing Python Packages from a Jupyter Notebook
- Neural Networks on Graph
- Live code Visualization notebook
- What Is a Bitcoin ATM?
- A New Reinforcement Learning Based Method - Dead-end-Discovery
- Next Level of Data Visualization in Python
- 7 Plotly Graphs in 3D: Stocks, Cats, and Lakes
- Github: Interactive graph in Python
- Modern Deep Learning Techniques Applied to Natural Language Processing by Authors
- NLP with Deep Learning Video playlist Standford Online
- Michigan University Fall 2020 Schedule
- Deep Learning for Video, Master in Computer Vision Barcelona 2019
- Computer Vision course at CTU in Prague
- Github: DS Cheat sheets
- ML Cheatsheet
- IIT Khadakpur Sanskrit NLP
- Making Sanskrit Accessible through AI-based Text Processing
- Fundamentals of NLP research in Sanskrit
- Is Sanskrit the most suitable language for natural language processing?
- Sanskrit github
- 10 Data Analysis Methods
- AI NLP Timeline and the Transformer Family
- Introduction by Example - pytorch_geometric 2.0.4
- Python Notebook to Webapp
- 18 Feb Trending Github
- Real time machine-learning challenges and solutions
- How Machine Learning Can Help Test Automation
- Test Automation in the World of AI & ML
- Maths for neuroscience
- HyperSense AI Studio \ No Code Platform \ AutoML
- Top 20 Websites for Data Science and ML
- Websites for competitive programming
- Raspberry pi
- Library for Auto labelling
- Github: Using AWS Lamda and EFS
- Resources and tools
- Paying the hidden technical debt
- Hidden Technical Debt
- Technical Debt in Machine Learning
- Hidden technical debt in machine learning systems
- Best Docket Cheatsheets
- How to Scale AI in Your Organization?
- CVPR 2022 paper Lifelong Graph Paper
- DataOps Tools
- NLP Repo
- 100+ data science Cheatsheet
- Ignnition enabled fast prototyping of GNN
- Deep Learning with PyTorch, Full course
- List of Language Models
- AI Books Cover Pages
- Solution approach for ai problems
- Algorithms and their applications
- What is Outlier \ PyOD For Outlier Detection in Python
- Free ML tools from Microsoft
- How to Easily Automate Emails with Python
- Publicly Real-World Datasets To Evaluate Stream Learning Algorithms
- Companies hiring data scientist
- Google drive DS material
- Microsoft Is Going Global With Speech Enablement
- A topic-centric list of HQ open datasets
- Top Explainable AI (XAI) Python Frameworks in 2022
- MLOPs with AWS Cloud
- The world of machine learning algorithms
- Think Big Data
- 9 Reasons - Why Artificial Intelligence is So Essential Right Now?
- Data Science Lifecycle
- ML Deployment Tools
- Machine Learning
- New Generation Technologies
- 10 free websites To learn Web3 and Blockchain development
- Blockchain Technologies
- Web3 Stack
- Machine Learning with Signal Processing Techniques
- Nasa’s SpaceML Tool
- SpaceML Taps Satellite Images to Help Model Wildfire Risks
- The Best Open Source Chatbot Platforms in 2022
- 13 Best AI Chatbot Development Framework & Platforms
- 10 Best Chatbot Development Frameworks to Build Powerful Bots
- Learning Representations of Geographic Locations From Unlabeled GPS Trajectories
- Deep Learning Streaming Platform
- Fake data Library
- Top Explainable AI Frameworks
- The Top 5 AI/Machine Learning blogs
- Industry application of NLP
- Airflow vs Luigi vs Argo vs Kubeflow vs MLFlow
- ML Platforms: Dataiku vs. Alteryx vs. Sagemaker vs. Datarobot
- Machine Learning Applied to Bigdata
- Top Responsible AI (Artificial Intelligence) Tools in 2022
- Machine Learning Zoomcamp
- 90+ Data Science Projects You Can Try with Python
- How to implement data-centric AI in NLP
- Issue #190 - THE ML ENGINEER
- Machine Learning in Alteryx with PyCaret
- Machine Learning in Tableau with PyCaret
- Machine Learning for Cyber Security
- Google AI Introduces LocoProp
- Distributed Training in TensorFlow with AI Platform & Docker
- Serve hundreds to thousands of ML models : Architectures from industry
- An Exhaustive Read & Watch List for AI
- ML Concepts
- Reco: Introduction to Probability for Data Science
- Supervised Clustering: How to Use SHAP Values for Better Cluster Analysis
- Github: 800 free #ComputerScience classes
- Mathematics of Big Data and Machine Learning @MIT
- Linear Algebra @MIT
- CS109A Data Science @Harvard
- NLP with Deep Learning by Stanford
- Google Vizier: A Service for Black-Box Optimization
- Tinker With a Neural Network in Browser
- Hand Gesture Recognition - Pretrained
- Blockchain Tech
- Distributed GNN training
- Serverless computing for GNN
- Graph Analysis to Fight Fraud
- Transfer Learning Colab Note
- Introduction to Vertex AI \ Google Cloud
- Continuous Integration for Machine Learning: Testing ML Models
- Computer Vision Nanodegree
- Sign up: Kaggle x Scale AI offer
- Seminal Work in Data Science
- Metaverse beyond the hype
- Vertex AI: Qwik Start \ Google Cloud Skills Boost
- How Azure Machine Learning works (v2) - Azure Machine Learning \ Microsoft Docs
- Github probml/pml2-book
- Probabilistic ML
- Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning
- Hypothesis Testing
- Architecture
- The Basics - Holochain Docs
- Understanding AlphaZero Neural Network’s SuperHuman Chess Ability
- Flink Vs. Spark: Difference Between Flink and Spark
- Design Patterns
- Web2 vs web3 platforms
- 100+ gpt3 projects
- Python Design Patterns
- Tutorial of fundamental remote sensing and GIS methodologies using open source software in python
- Mining Trends in Data Science Blog Headlines
- Best softwares for #latex like data visualisation programs
- Knowledge Graph-based Perspective on Named Entity Disambiguation
- Google Cloud Anthos Series - 1: Introduction to Anthos
- Securing apps for Googlers using Anthos Service Mesh
- Anthos supports NVIDIA GPUs
- Animated Chart Presentation in Jupyter Notebook.
- Word Error Rate in STT
- Quality Engineering Microservices
- Automate Machine Learning using Databricks AutoML
- AI for Beginners
- Bigdata architecture
- Language-Vision Model To Leverage Text Medical Reports For Improved Segmentation
- Information Theory & Bayesian ML
- A generic, simple and fast implementation of Deepmind’s AlphaZero algorithm.
- Chart Suggestions Guide \ Tableau Public
- Continuous Deployment of ML Models to the Edge
- 100+ data structure and algorithms
- Microsoft Research - General-Purpose Multimodal Foundation Model BEIT-3
- BEiT-3 Performance on Deep Learning Tasks
- Data Analytics vs Data Science
- Machine Learning Systems versus Machine Learning Models
- Machine Learning Systems vs Machine Learning Models
- Top 8 YouTube Channels to learn Web3
- Learning timeseries can be tough.
- Pen and Paper Exercises in Machine Learning
- 12 Best Online Courses for Machine Learning with Python-Bestseller 2022
- Time Space Complexity in Machine Learning Algo
- Activation Functions
- Ace Your Data Science Interview in 6 Steps
- Stanford University Free Online Courses 2022
- Timeseries in Pycaret
- Checklist - training deep neural networks
- 5 Checks during Training of ML Models
- CS 229 - Supervised Learning Cheatsheet
- Expert Data Analyst links
- Learn Go
- The AWS AI/ML Stack
- Challau Metaverse
- Data Quality Attributes
- Which Visualization
- How to Become a Data Analyst Intern - Infographic
- Introduction to Causal Inference
- AI Bank of Future
- Atomic Habits
- The Role of an AI Architect
- “An Analysis of Deep Learning Neural Networks”
- Comparing Model Evaluation Techniques
- 5 open-source frameworks for implementing GANs
- PregEx : Write Human-Readable Regular Expressions in Python
- FREE Node.js course
- Seeing Theory : Statistics more accessible through interactive visualizations
- Use MLNET to build custom machine learning solutions in dotnet
- Conversational AI and Chatbot
- Different Charts
- 10 Machine Learning Algorithms In Python [A Beginners Guide]
- Gephi : Visualization and Exploration
- Transformers are Graph Neural Networks
- goodrahstar/draw-neural-network:
- Quick, Draw!
- Draw Neural Networks in Latex
- Statistical Tests
- Graph ordering attention networks
- Bitcoin Prediction - FB-Prophet outperforms ARIMAX, XGBOOST & LSTM
- introduction chapter on Geometric Deep Learning
- Graph Transformer
- Overview of GTransformer
- Roadmap to Web3
- Ace The SQL Interview
- Summer school on Statistical Physics & Machine learning
- Reproducible Deep Learning
- MachineLearning & DeepLearning Concepts Playlist
- Docker Integration with Other Softwares
- Deck of slides on GNNs: foundations, challenges, and explainability
- Structure-Aware Transformer for Graph Representation Learning
- Machine Learning and Deep Learning frameworks and libraries for large-scale data mining
- How Graph Neural Networks (GNN) work
- What’s New in v0.6.2: Continuous Deployment and a fresh CLI
- Primers on training on neural network
- 8 Tips of StoryTelling
- Upgini : Free automated data enrichment library for machine learning
- Best Practices for Deploying Language Models
- Distributed System Fundamentals
- Learn web3 development by Building Projects
- Adapts The Pretrained Language Image Models To Video Recognition
- Data Analysis Video Playlists
- Free Backend Development & Frontend Development Hosting Platforms
- 6 ways to use Jupyter notebook
- 21 Cyber Security Search Engines
- What is Data Governance
- Skills & Knowledge of Data Management
- Machine learning systems design
- Introduction to Machine Learning Interviews Book · MLIB
- What is DALL-E, DALL-E2?
- Four major smoothing techniques
- b7leung/MLE-Flashcards
- Starting Point of Data science for various people
- Top Programming Languages of 2022
- 10 Programming Languages and their efficiency
- maikherbig/AIDeveloper
- Los Alamos Claims Quantum Machine Learning Breakthrough
- How Google uses NLP to better understand search queries, content
- Essential Charts of Data Analysis
- CVPR 2022 notes with focus on Medical Imaging
- Facebook AI Researchers Open-Source ‘LLM.int8()’
- Data Structure - Cheat Sheet
- Helpful AI tools for content writing and how to use them
- PaLM: Scaling Language Modeling with Pathways
- NLP - Explaining Joke
- CS388 NLP Course
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