A Modern Approach To The Fundamental Problem of Causal Inference
Author(s): Andrea Berdondini Originally published on Towards AI. Photo by the author ABSTRACT: The fundamental problem of causal inference defines the impossibility of associating a causal link to a correlation, in other words: correlation does not prove causality. This problem can be …
Empirical Techniques for Enhanced Predictive Modeling: Beyond Traditional ARMA
Author(s): Shenggang Li Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. A Non-Parametric Approach for Robust Forecasting and Data Analysis Across Domains Photo by XinYing Lin on Unsplash The ARMA model is a …
#49 Why Become an LLM Developer?
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! This week, I am super excited to finally announce that we released our first independent industry-focus course: From Beginner to Advanced LLM Developer. Put a dozen experts (frustrated …
Why Bots Fail Google’s “I’m Not a Robot” Test — But You Pass
Author(s): Lamprini Papargyri Originally published on Towards AI. Why Bots Fail Google’s “I’m Not a Robot” Test — But You Pass How a single click reveals the truth about your humanity. If you’ve ever browsed the internet, you’ve probably come across a …
Why Become an LLM Developer? Launching Towards AI’s New One-Stop Conversion Course
Author(s): Towards AI Editorial Team Originally published on Towards AI. From Beginner to Advanced LLM Developer Why should you learn to become an LLM Developer? Large language models (LLMs) and generative AI are not a novelty — they are a true breakthrough …
Standard Deviation For Dummies
Author(s): Igor Novikov Originally published on Towards AI. I bet you’ve heard about standard deviation but what does it mean? Here is an explanation that even your dog can understand. Image by the author Standard deviation is closely related to variance. Variance …
The Cost Trap of AI Agents
Author(s): AI Rabbit Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Have you ever wondered how multiple AI agents can interact seamlessly while keeping costs under control? When working with multiple AI agents …
Whisper Variants Comparison: What Are Their Features And How To Implement Them?
Author(s): Yuki Shizuya Originally published on Towards AI. Photo by Pawel Czerwinski on Unsplash Recently, I research automatic speech recognition (ASR) to make transcription from speech data. When it comes to an open-source ASR model, Whisper [1], which is developed by OpenAI, …
Let AI Instantly Parse Heavy Documents: The Magic of MPLUG-DOCOWL2’s Efficient Compression
Author(s): Florian June Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Today, let’s take a look at one of the latest developments in PDF Parsing and Document Intelligence. In our digital age, the …
Elon Musk’s Own AI Flags Him as a Leading Misinformation Source on X
Author(s): Get The Gist Originally published on Towards AI. Plus: Nvidia is Building Japan’s Most Advanced AI Supercomputer This member-only story is on us. Upgrade to access all of Medium. Welcome to Get The Gist, where every weekday we share an easy-to-read …
10 Effective Strategies to Lower LLM Inference Costs
Author(s): Isuru Lakshan Ekanayaka Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. image source Large Language Models (LLMs) like GPT-4 have transformed industries by enabling advanced natural language processing, content generation, and more. …
Google Launches New AI ‘Learning Companion’ Tool
Author(s): Get The Gist Originally published on Towards AI. Plus: Amazon Develops Its Own Custom AI Chips This member-only story is on us. Upgrade to access all of Medium. Welcome to Get The Gist, where every weekday we share an easy-to-read summary …
Is It a Bird? Creating a Bird Classifier in Minutes with Deep Learning 🐦
Author(s): Souradip Pal Originally published on Towards AI. From “Impossible” to “Easy” — Build Your Own Image Classifier in Just a Few Steps! This member-only story is on us. Upgrade to access all of Medium. Imagine if you could build a computer …
An Introduction to PyTorch versus TensorFlow for Deep Learning
Author(s): Tan Pengshi Alvin Originally published on Towards AI. A side-by-side comparison of PyTorch and TensorFlow for training and inference of neural networks This member-only story is on us. Upgrade to access all of Medium. Image by Lanju Fotografie on Unsplash It …
Advanced Attention Mechanisms — II
Author(s): Arion Das Originally published on Towards AI. flash attention (from source) Flash Attention.You can refer to it’s predecessors here: KV cache, sliding window attention, MHA, MQA, uptraining, & GQA. These methods were employed to bring down memory and compute requirements, but …
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