AutoML: Automating the design of machine learning models for autonomous driving

Link: https://medium.com/waymo/automl-automating-the-design-of-machine-learning-models-for-autonomous-driving-141a5583ec2a

#Waymo #automl #DL #selfdriving #Google

​​Google’s progress on AutoML

Hint: it’s beating some old competition solutions.

Link: https://cloud.google.com/blog/products/ai-machine-learning/expanding-google-cloud-ai-to-make-it-easier-for-developers-to-build-and-deploy-ai

#AutoML #Kaggle

​​Can evolution be the Master Algorithm?

Fun AutoML-Zero experiments: Evolutionary search discovers fundamental ML algorithms from scratch, e.g., small neural nets with backprop.

Genetic programming learned operations reminiscent of dropout, normalized gradients, and weight averaging when trying to evolve better learning algorithms.

Paper: https://arxiv.org/abs/2003.03384
Code: https://git.io/JvKrZ

#automl #genetic

Introducing Model Search: An Open Source Platform for Finding Optimal ML Models

#Google has released an open source #AutoML framework capable of hyperparameter tuning and ensembling.

Blog post: https://ai.googleblog.com/2021/02/introducing-model-search-open-source.html
Repo: https://github.com/google/model_search

Automated Machine Learning Library

Simple but powerful Automated Machine Learning library for tabular data. It uses efficient in-memory SAP HANA algorithms to automate routine Data Science tasks. Beats built-in solution in HANA, database from SAP. Written by 2 students as diploma project.

Features:
• Easy to use Python interface
• Automates most Machine Learning steps
• Complete documentation
• Intuitive web client
• Supports Regression and Binary Classification tasks

Roadmap:
• Text classification
• Multi class classification
• Forecasting
• Automate all ML steps
• Beat other libraries in accuracy
• More hyperparameter tuning methods


GitHub: https://github.com/dan0nchik/SAP-HANA-AutoML
Web app: https://share.streamlit.io/dan0nchik/sap-hana-automl/main/web.py
Docs: https://sap-hana-automl.readthedocs.io/en/latest/index.html#
Authors: @dan0nchik, @m_whiskas

#automl