Introduction to Reinforcement Learning Series. Tutorial 2: The Return, Value Functions & Bellman Equation
Author(s): Towards AI Editorial Team Originally published on Towards AI. Table of Content: 1. Return Gt Simple Return Formula Aside: How many timesteps does an MDP have? Why not maximize the reward rt? 2. Discounting the Future γ General Return Formula Example …
Introduction to Reinforcement Learning Series. Tutorial 3: Learning from Experience, TD-Learning, ϵ -Greedy
Author(s): Towards AI Editorial Team Originally published on Towards AI. Table of Content: 1. Learning from Experience Training & Testing in RL (compared with Machine Learning) 2. Temporal-Difference Learning 2.1 Temporal Difference Update Equation 2.2 TD-Learning algorithm in pseudocode Review 3. The …
Google’s New AI Model PaLM-E Explained
Author(s): Louis Bouchard Originally published on Towards AI. Google’s New AI Robot (agent)Can See and Understands Language! Originally published on louisbouchard.ai, read it 2 days before on my blog! ViT and PaLM models compose the PaLM-E model. Video from the project website. …
Data-Centric AI — Data Collection and Augmentation Strategy
Author(s): Tan Pengshi Alvin Originally published on Towards AI. A comprehensive guide to data generation strategy for data-centric Machine Learning projects Image by Dave Photoz on Unsplash In the world of deep learning, complex models are data-hungry — in both quality and …
Do Large Language Models Have Minds Like Ours?
Author(s): Vincent Carchidi Originally published on Towards AI. Source: Image by Possessed Photography on Unsplash. Do Large Language Models Have Minds Like Ours? Intellectual spats between generative linguists and machine learning researchers have neglected the most interesting components of human language use. …
Pandas Cheat Sheet: Functions for Data Analysis
Author(s): Gencay I. Originally published on Towards AI. Pandas Coding Examples for Efficient Data Manipulation and Analysis in Python Image by Author It is no secret that data is the lifeblood of modern business, and the ability to manipulate and analyze data …
Meet Vicuna: The Latest Meta’s Llama Model that Matches ChatGPT Performance
Author(s): Jesus Rodriguez Originally published on Towards AI. The modle was created by researchers from UC Berkeley, CMU, Stanford, and UC San Diego. Top highlight Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. TheSequence …
Rustic Learning: Machine Learning in Rust — Part 4: Neural Networks
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. An Introduction to Rust Native Neural Networks Photo by Beth Macdonald on Unsplash Rustic Learning is a series of articles that explores the use of Rust programming language for machine learning tasks. The …
Python Pandas vs. Dask DataFrames: A Comparative Analysis
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. A Comparison of Python’s Popular Data Manipulation Libraries Photo by Peter Burdon on Unsplash DataFrames are a popular data structure used for data manipulation and analysis in Python. Pandas and Dask are two …
Want to Stand Out in Data Science? Don’t Make These Portfolio Mistakes!
Author(s): Youssef Hosni Originally published on Towards AI. Is Your Data Science Portfolio Sinking Your Career? Don’t Make These 10 Mistakes Data science is a rapidly growing field, and as more and more people enter the industry, it’s becoming increasingly important to …
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