Machine Learning

Welcome to the Machine Learning Hub, your one-stop destination for all things related to machine learning!

Get ready to embark on an exciting journey into the realm of AI and discover how machines can learn and make intelligent decisions. Our blog articles are crafted with simplicity and clarity in mind, making complex machine learning concepts easy to understand for everyone. Whether you’re a beginner or an experienced practitioner, we’ve got you covered with informative and insightful content. Explore the fascinating world of algorithms, models, and data as we delve into supervised and unsupervised learning, reinforcement learning, and more. Discover practical applications in various domains like healthcare, finance, and autonomous vehicles.  From introductory guides to advanced techniques, we’re here to help you demystify machine learning and unlock its potential. Join us on this journey as we unravel the secrets of machine learning and empower you to build intelligent systems that can analyze data, make predictions, and drive innovation.

Let’s shape the future together with the power of machine learning!

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Deep Dive into Multithreading, Multiprocessing, and Asyncio | by Clara Chong | Dec, 2024

Multithreading allows a process to execute multiple threads concurrently, with threads sharing the same memory and resources (see diagrams 2 and 4). However, Python’s Global Interpreter Lock (GIL) limits multithreading’s effectiveness for CPU-bound tasks. Python’s Global Interpreter Lock (GIL) The GIL is a lock that allows only one thread to hold control of the Python …

Deep Dive into Multithreading, Multiprocessing, and Asyncio | by Clara Chong | Dec, 2024 Read More »

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Google introduces new state-of-the-art open models

Responsible by design Gemma is designed with our AI Principles at the forefront. As part of making Gemma pre-trained models safe and reliable, we used automated techniques to filter out certain personal information and other sensitive data from training sets. Additionally, we used extensive fine-tuning and reinforcement learning from human feedback (RLHF) to align our …

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Track Computer Vision Experiments with MLflow | by Yağmur Çiğdem Aktaş | Dec, 2024

Discover how to set up an efficient MLflow environment to track your experiments, compare and choose the best model for deployment Training and fine-tuning various models is a basic task for every computer vision researcher. Even for easy ones, we do a hyper-parameter search to find the optimal way of training the model over our …

Track Computer Vision Experiments with MLflow | by Yağmur Çiğdem Aktaş | Dec, 2024 Read More »

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2024 Survival Guide for Machine Learning Engineer Interviews | by Mengliu Zhao | Dec, 2024

During the Interview — How to Prepare? Once you start the application process and start to get interviews, there are a few things you need to search and prepare for: Interview format Referrals, networking LinkedIn or Portfolio Interview resources and materials Strategies: planning, tracking, evolving, prompting, estimating your level, wearing your “lens of career,” getting …

2024 Survival Guide for Machine Learning Engineer Interviews | by Mengliu Zhao | Dec, 2024 Read More »

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TacticAI: an AI assistant for football tactics

Research Published 19 March 2024 Authors By Zhe Wang and Petar Veličković As part of our multi-year collaboration with Liverpool FC, we develop a full AI system that can advise coaches on corner kicks ‘Corner taken quickly… Origi!’ Liverpool FC made a historic comeback in the 2019 UEFA Champions League semi-finals. One of the most …

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An Agentic Approach to Reducing LLM Hallucinations | by Youness Mansar | Dec, 2024

Tip 2: Use structured outputs Using structured outputs means forcing the LLM to output valid JSON or YAML text. This will allow you to reduce the useless ramblings and get “straight-to-the-point” answers about what you need from the LLM. It also will help with the next tips as it makes the LLM responses easier to …

An Agentic Approach to Reducing LLM Hallucinations | by Youness Mansar | Dec, 2024 Read More »

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The ethics of advanced AI assistants

Responsibility & Safety Published 19 April 2024 Authors Iason Gabriel and Arianna Manzini Exploring the promise and risks of a future with more capable AI Imagine a future where we interact regularly with a range of advanced artificial intelligence (AI) assistants — and where millions of assistants interact with each other on our behalf. These …

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A New Approach to AI Safety: Layer Enhanced Classification (LEC) | by Sandi Besen | Dec, 2024

LEC surpasses best in class models, like GPT-4o, by combining the efficiency of a ML classifier with the language understanding of an LLM Imagine sitting in a boardroom, discussing the most transformative technology of our time — artificial intelligence — and realizing we’re riding a rocket with no reliable safety belt. The Bletchley Declaration, unveiled …

A New Approach to AI Safety: Layer Enhanced Classification (LEC) | by Sandi Besen | Dec, 2024 Read More »

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Updates to Veo, Imagen and VideoFX, plus introducing Whisk in Google Labs

While video models often “hallucinate” unwanted details — extra fingers or unexpected objects, for example — Veo 2 produces these less frequently, making outputs more realistic. Our commitment to safety and responsible development has guided Veo 2. We have been intentionally measured in growing Veo’s availability, so we can help identify, understand and improve the …

Updates to Veo, Imagen and VideoFX, plus introducing Whisk in Google Labs Read More »

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