TensorFlow
Resources for TensorFlow, Machine Learning and AI
Docs/Publications
ML Glossary: Go beyond the hype, understand each term that is used in Machine Learning workflows. It's also a good baseline to build your organization's Machine Learning glossary.
TensorFlow docs: One place for all the best and always up to date content on TensorFlow and best practices on Machine Learning.
Research Publication from Google: All the research papers from Google Research
Arxive Sanity: Cause otherwise it's insane amount of research content
AI education: Best content on learning machine learning constantly updated
Google AI blog: Latest news from Google AI to keep a tab on what's new in Machine Learning
Tools
CoLab: Free hosted notebooks from Google AI team with free GPU and TPU access
Kaggle Kernels: Free hosted notebooks from the Kaggle team with free access to GPUs and amazing community
Kaggle Datasets: Free datasets to use for your data science and machine learning projects
Kaggle Competitions: Competitions to test your mettle with the best in the world
Dataset search: Google search for datasets of all kinds from various sources
AutoML: No code, no problem! Get the best machine learning models for you without need for any code or machine learning experiences.
Facets: Visualization for Machine Learning datasets which works seamlessly regardless of the data size and type
What-If... you could inspect a machine learning model, with no coding required?
ML Kit: Machine Learning for mobile developers, making mobile Machine learning smooth
TF Research Cloud: TPUs for researchers working on cutting edge deep learning research.
TFHub.dev: Prebuilt models that can be utilized by tensorflow's hub API
Conferences
TensorFlow DevSummit: Meet machine learning user, researchers and industry leaders utilizing or contributing to TensorFlow.
NeurIPS: Neural Information Processing Systems (NeurIPS) is a multi-track machine learning and computational neuroscience conference.
Demo
TensorFlow Playground: A one stop place to learn and understand various Machine Learning concepts.
AI Experiments: Showcase of simple experiments by Google to start exploring machine learning.
TechableMachines: An interactive playground to train and test a model in browser
Seedbank: Interactive Machine Learning examples with linked notebooks
Magenta Demos: Music by machines, no, not the clunky kind
TF/examples: Examples of using TensorFlow
TPU demo: Shows how TPUs are more powerful than other processing systems
End-to-End solution
Presentation: End-To-End Machine Learning walkthrough, updated regularly!
Code: End-To-End solution that you can use in production right now on Google Cloud
Hands-on Learning
Structured:
Learn ML basics
TensorFlow 2.0
TF with Google Cloud
TF with Kubeflow
Unstructured:
Last updated
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