ShareAI

ShareAI is a repository of resources that we have curated for the community. Projects done in AI Singapore, best practices, and experiences will be shared with the community. Interact with members of the community through our forum. Have fun and enjoy the journey!

Research

AI research done by Singapore’s researchers

100Experiments

Showcase of AI Singapore’s 100E projects.

Chu Ning Ng

100E Projects

A snapshot of AI Singapore’s AI projects under the 100Experiment (100E) programme.

Algorithms

AI algorithms we encounter in our research and use during 100E development.

Animated RNN, LSTM & GRU

Recurrent neural networks are a class of artificial neural networks which are often used with sequential data. The 3 most

10 Gradient Descent Optimisation Algorithms + Cheat Sheet

Gradient descent is an optimisation method for finding the minimum of a function. It is commonly used in deep learning models to update the weights of the neural network through backpropagation.

In this post, I will summarise the common gradient descent optimisation algorithms used in popular deep learning frameworks (e.g. TensorFlow, Keras, PyTorch, Caffe). The purpose of this post is to make it easy to read and digest (using consistent nomenclature) since there aren’t many of such summaries out there, and as a cheat sheet if you want to implement them from scratch.

How-To

Best practices, methods and experiences learnt working on AI/ML projects in AI Singapore.

Polyaxon – Reproducible data science experiments

I have been looking at the emerging tooling around reproducible data science recently and am glad to have discovered Polyaxon. While still in the early stages of development, being able to run and scale the

Automated Feature Engineering

Automating reptitive tasks is one of the hallmarks of software engineering. One of the main task in data science is to be able to extract good and relevant features from your data. The marriage of

Full stack AI

A good read from IBM on how a full stack end to end AI hardware infrastructure can be put together. Built with scalability in mind with comprehensive coverage of the various needs within an enterprise

Data Science/Analytics transformation for your company

Some of AI Singapore’s team members including myself  have been helping companies build their data analytics/data science capabilities and teams since 2011. Several of us form the core team in Revolution Analytics (enterprise R) in

Announcements

AI4K

Four public AI for Kids (AI4K) workshops were recently conducted during the June school holidays. With support from Facebook and the National Library Board (NLB), 120 enthusiastic participants had a good and enriching time learning

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Commentary

Excuse me, are you a Singaporean AI Engineer?

Last Friday (16th August 2019) we had AI Singapore’s (AISG) AI Apprenticeship Programme (AIAP) batch #2 graduate after 9 months of training, which consisted of 2-months of intense self-directed learning and ten 3-weeks sprints which

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Latest Posts

AI4K

Recommended Books
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