Articles for category: AI Tools

March 4, 2025

ikayaniaamirshahzad@gmail.com

Introducing Impressions at Netflix | by Netflix Technology Blog | Feb, 2025

Part 1: Creating the Source of Truth for Impressions By: Tulika Bhatt Imagine scrolling through Netflix, where each movie poster or promotional banner competes for your attention. Every image you hover over isn’t just a visual placeholder; it’s a critical data point that fuels our sophisticated personalization engine. At Netflix, we call these images ‘impressions,’ and they play a pivotal role in transforming your interaction from simple browsing into an immersive binge-watching experience, all tailored to your unique tastes. Capturing these moments and turning them into a personalized journey is no simple feat. It requires a state-of-the-art system that can

March 4, 2025

ikayaniaamirshahzad@gmail.com

Database ACID Properties: Atomic, Consistent, Isolated, Durable – BMC Software

Understanding the foundation of reliable and consistent database transactions I don’t think it’s an overstatement to say that data is pretty important. Data is especially important for modern organizations. In fact, The Economist went so far as to say that data surpassed oil as the world’s most valuable resource, which was back in 2017. One of the problems with data, though, is the massive amounts that need to be processed daily. There’s so much data being generated across the globe these days that we have to come up with a new term just to express how much data there is:

March 4, 2025

ikayaniaamirshahzad@gmail.com

Lightning AI Joins AI Alliance To Advance Open, Safe, Responsible AI

Company Joins International Community of AI Organizations, Led by IBM and Meta, That Includes Leading Startups, Academia, Research and Government Organizations Lightning AI, the company behind PyTorch Lightning, today announced it has joined the AI Alliance, which includes more than 50 leading organizations across industries that are coming together to support open AI research, development, innovation and science. Lightning AI has supported open source AI since 2019 by building and making public PyTorch Lightning, torchmetrics, lit-gpt and lit-llama, enterprise-grade tools available to the general developer community. These tools have set new standards for training foundation models at scale and are

March 4, 2025

ikayaniaamirshahzad@gmail.com

Ethical Considerations and Best Practices in LLM Development 

Bias is inherent to building a ML model. Bias exists on a spectrum. Our job is to tell the difference between the desirable bias and the one that needs correction. We can identify biases using benchmarks like StereoSet and BBQ, and minimize them with ongoing monitoring across versions and iterations. Adhering to data protection laws is not as complex if we focus less on the internal structure of the algorithms and more on the practical contexts of use. To keep data secure throughout the model’s lifecycle, implement these practices: data anonymization, secure model serving and privacy penetration tests. Transparency can

March 4, 2025

ikayaniaamirshahzad@gmail.com

Announcing Databricks’ Offer for Games Startups

Databricks is excited to announce an expansion to our startup offer, providing game studios access to free credits, expert advice and a data and AI ecosystem that can rally behind you. Our goal is to help you make the best games possible for your community, bringing more play to the world! Summary Here’s a summary of what game studios receive as part of this offer: $50,000 worth of Databricks credits to get you going Complimentary technical support for questions, breakfixes and tuning Access to Databricks technical resources to help guide you on your journey 5 free licenses for Sigma Computing’s

March 4, 2025

ikayaniaamirshahzad@gmail.com

Changelog · Prodigy · An annotation tool for AI, Machine Learning & NLP

Select page…Get Started › Prodigy 101Get Started › Installation & SetupGet Started › ChangelogUsage › Named Entity RecognitionUsage › Span CategorizationUsage › Text ClassificationUsage › Dependencies & RelationsUsage › Computer VisionUsage › Audio & VideoUsage › Task RoutingUsage › Large Language ModelsUsage › ReviewUsage › Custom RecipesUsage › Custom InterfacesUsage › MetricsUsage › DeploymentAPI › RecipesAPI › Annotation InterfacesAPI › Web ApplicationAPI › Loaders & Input DataAPI › Components & FunctionsAPI › DatabasePlugins › Open Source PluginsPlugins › Single Sign-onPlugins › Modal This page lists the history of changes to Prodigy. Whenever a new update is available, you’ll receive an

March 4, 2025

ikayaniaamirshahzad@gmail.com

You can now fine-tune open-source video models

AI video generation has gotten really good. Some of the best video models like tencent/hunyuan-video are open-source, and the community has been hard at work building on top of them. We’ve adapted the Musubi Tuner by @kohya_tech to run on Replicate, so you can fine-tune HunyuanVideo on your own visual content. Never Gonna Give You Up animal edition, courtesy of @flngr and @fofr. HunyuanVideo is good at capturing the style of the training data, not only in the visual appearance of the imagery and the color grading, but also in the motion of the camera and the way the characters

March 4, 2025

ikayaniaamirshahzad@gmail.com

How to Fine-Tune a FLUX Model in under an hour with AI Toolkit and a DigitalOcean H100 GPU

FLUX has been taking the internet by storm this past month, and for good reason. Their claims of superiority to models like DALLE 3, Ideogram, and Stable Diffusion 3 have proven well founded. With capability to use the models being added to more and more popular Image Generation tools like Stable Diffusion Web UI Forge and ComyUI, this expansion into the Stable Diffusion space will only continue. Since the model’s release, we have also seen a number of important advancements to the user workflow. These notably include the release of the first LoRA (Low Rank Adaptation models) and ControlNet models