Parametric ReLU | SELU | Activation Functions Part 2
Author(s): Shubham Koli Originally published on Towards AI. Parametric ReLU U+007C SELU U+007C Activation Functions Part 2 What is Parametric ReLU ? Rectified Linear Unit (ReLU) is an activation function in neural networks. It is a popular choice among developers and researchers …
Predicting Stock Prices using ARIMA, Fourier Transforms, and Technical Indicators with Deep Learning: A Comprehensive Guide
Author(s): The AI Quant Originally published on Towards AI. Data Preparation In this article, we will explore the use of ARIMA and Fourier Transforms as features in a deep learning model for financial prediction. ARIMA (AutoRegressive Integrated Moving Average) is a widely …
Comprehensive Guide to Hampel Filter for Outlier Detection
Author(s): Louis Chan Originally published on Towards AI. Step by Step Walkthrough with S&P 500 Index Image by Midjourney; Edited by Author Disclaimer: This is a deep-dive tutorial of Hampel Filter. S&P 500 Index is just an example to demonstrate how to …
Generating Adversaries for CNNs: My Cat Is a Goldfish, so Donβt Tax It.
Author(s): Akhil Theerthala Originally published on Towards AI. Adversarial ML Discover how to fool CNNs with unexpected images, like a cat thatβs actually a goldfish! Learn how to generate adversaries for convolutional neural networks (CNNs) with this informative article. AI has become …
March 2023 Tech Roundup: The Latest News and Innovation
Author(s): SPX Originally published on Towards AI. The beginning of March 2023 has witnessed a flurry of exciting news in the field of science and technology. Researchers and scientists from around the world have been hard at work, making discoveries and advancements …
The Ultimate Guide to Statistics: Part 1β Descriptive Statistics
Author(s): Simranjeet Singh Originally published on Towards AI. Introduction Welcome to my statistics blog series! Weβll explore several different subjects in this series, including Descriptive Statistics, Inferential Statistics, Bayesian Statistics, Regression Analysis, Time Series Analysis, Financial Modeling and Analysis, and various Projects …
AI Anyone Can Understand: Part 12 β Decision Trees
Author(s): Andrew Austin Originally published on Towards AI. Demystifying Decision Trees in Artificial Intelligence Image by Author Imagine youβre playing a game of β20 Questionsβ with your friend. Your friend thinks of an object, and you have to guess what it is …
In The Era of Artificial Generalized Intelligence (AGI), GPT-4: A Not-So-OpenAI
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. Artificial Generalized Intelligence (AGI) is excellent n all, but what does it mean to all of us? Is it overall a good thing? Source: author via Canva Artificial Generalized Intelligence (AGI) …
The Complete Guide to Machine Learning: Mastering Python for a Career in ML Engineering
Author(s): Simranjeet Singh Originally published on Towards AI. Introduction The field of machine learning is expanding quickly and has the potential to completely change how we approach problem-solving across a variety of industries. However, given the amount of material accessible on the …
Meet Alpaca: Stanford Universityβs Instruction-Following Language Model that Matches GPT-3.5 Performance
Author(s): Jesus Rodriguez Originally published on Towards AI. The model is based on Meta AIβs LLaMA and remains significatively smaller than GPT-3.5. Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. TheSequence is a no-BS …
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 Gtβ Simple Return Formula Aside: How many timesteps does an MDP have? Why not maximize the reward rt? 2. Discounting the Future Ξ³ General Return Formula Example …
Introduction to Reinforcement Learning Series. Tutorial 3: Learning from Experience, TD-Learning, Ο΅ -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 …
Beyond Words: Unleashing the Power of Text Visualization
Author(s): Lan Chu Originally published on Towards AI. Data pre-processing pipeline The written word is a powerful thing. It started with the invention of the first written language by the ancient Sumerians, and later the introduction of the Gutenberg press enabled the …
10 End-to-End Guided Data Science Projects to Build Your Portfolio
Author(s): Youssef Hosni Originally published on Towards AI. Join Medium with my referral link – Youssef Hosni Data science is one of the most sought-after fields in todayβs job market. With the ever-increasing amount of data being generated every day, businesses are …