🔥 Positron IDE – a game-changer for data science projects!

🦾Plus: 🍓 OpenAI unveils new model called 'o1'

Hey folks! Let’s get into Big Data and AI craziness…

In today's edition:

  • 🔍How to Test Machine Learning Systems

  • 🔧SQL Has Problems. We Can Fix Them: Pipe Syntax In SQL

  • 🖼️Denoising: A Powerful Building-Block for Imaging, Inverse Problems, ML

  • 🗣️ Mark Zuckerberg talks about AI

  • 🖼️ Mistral debuts Pixtral-12B multimodal AI model

  • 🤖 OpenAI raising $6.5 billion

  • 💡 AI Tutorial:How to Turn Text into Custom Landing Pages

  • 🤖 AI Tools and Data Tools to checkout

In a typical Anatomy of MapReduce job, input files are read from the Hadoop Distributed File System (HDFS). Data is usually compressed to reduce file sizes. After decompression, serialized bytes are transformed into Java objects before being passed to a user-defined map() function. Conversely, output records are serialized, compressed, and eventually pushed back to HDFS.

Meet Innodata — offering high-quality solutions for developing and implementing industry-leading generative AI, including: 

  • Diverse Golden Datasets

  • Supervised Fine-Tuning Data

  • Human Preference Optimization (e.g. RLHF)

  • RAG Development

  • Model Safety, Evaluation, & Red Teaming

  • Data Collection, Creation, & Annotation

  • Prompt Engineering 

With 5,000+ in-house SMEs and expansion and localization supported across 85+ languages, Innodata drives AI initiatives for enterprises globally.

Testing machine learning is hard because it’s probabilistic by nature, and must account for diverse data and dynamic real-world conditions…You should start with a basic CI pipeline. Focus on the most valuable tests for your use case: Syntax Testing, Data Creation Testing, Model Creation Testing, E2E Testing, and Artifact Testing

Inspired by a pattern that works well in other modern data languages, we added piped data flow syntax to SQL. The results are transformative - SQL becomes a flexible language that’s easier to learn, use and extend, while still leveraging the existing SQL ecosystem and existing userbase.

Denoising, the process of reducing random fluctuations in a signal to emphasize essential patterns, has been a fundamental problem of interest since the dawn of modern scientific inquiry. Recent denoising techniques, particularly in imaging, have achieved remarkable success, nearing theoretical limits by some measures.

Positron is a clone of Visual Studio Code (VScode), but tweaks for data science. I think this was a smart move by Posit’s team. VScode is a great IDE, and it’s free, open-source, and cross-platform, and it has so many developers on board already, and has an extensive library of extensions. Many of these extensions are also available to Positron, which is a huge advantage!

Become a Machine Learning expert. Master the fundamentals of deep learning and break into AI. Recently updated with cutting-edge techniques!

👨‍💻 Data Tools, Libraries

ell (GitHub Repo)

ell is a lightweight functional prompt engineering framework that treats prompts as programs instead of strings. It supports rich type coercion for multimodal inputs and outputs.

Spin (GitHub Repo)

Spin is a bash utility that improves the Docker experience. It can replicate any environment on any machine and centralize infrastructure from a single configuration file.

AI Gateway (GitHub Repo)

AI Gateway is an interface between apps and hosted large language models. It streamlines API requests to LLM providers using a unified API.

AI News:

OpenAI has officially released ‘o1’ (internally known as Project Strawberry/Q*), its first AI model with advanced 'reasoning' capabilities now integrated into ChatGPT for Premium and Teams users. 

The details: 

  • o1 uses reinforcement learning and chain-of-thought processing to "think" before responding, mimicking human problem-solving. 

  • It outperforms expert humans on PhD-level science questions and ranks in the 89th percentile for competitive programming. 

  • The model also solved 83% of International Mathematics Olympiad qualifying exam problems, compared to GPT-4o's 13%. 

  • Two versions available: o1-preview and o1-mini — which by the time of this newsletter publishing — has been rolled out to all ChatGPT Premium and Teams users.

At a recent live podcast event, Mark Zuckerberg discussed the role of artificial intelligence (AI) and the metaverse in Meta’s strategy, reflecting on how he has kept his company ahead in Silicon Valley. Speaking to a crowd of over 6,000 tech enthusiasts, Zuckerberg highlighted the challenges of building Meta's empire and its evolution over the past two decades, with AI at the forefront of this transformation.

Mistral has introduced Pixtral-12B, a new open-source AI model capable of processing both images and text. This multimodal breakthrough is set to enhance image comprehension and text processing.

Google has introduced an experimental feature in its NotebookLM app that turns research into AI-generated podcasts, featuring two AI "hosts" who summarize and discuss the material. This feature builds on NotebookLM’s existing capabilities, which use Google’s Gemini AI model to help summarize notes and research

OpenAI is in discussions to raise $6.5 billion in new funding at a valuation of $150 billion, significantly higher than its previous $86 billion valuation earlier this year, making it one of the world's most valuable startups. In addition to equity funding, OpenAI is negotiating a $5 billion revolving credit facility from banks.

AI Tutorial

How to Turn Text into Custom Landing Pages

Transforming your ideas into visually appealing landing pages has never been easier, thanks to Figma and its powerful Musho plug-in. Here's how:

  • Log in to your Figma account or create a new one if you haven't already.

  • Launch a fresh design file and navigate to the plug-ins area.

  • In the search bar, type "Musho" and select the plug-in when it appears.

  • Choose your preferred output style (options include landing page, social media content, or experimental mode).

  • Input your text prompt and initiate the plug-in.

  • Watch as Musho generates a tailored landing page based on your input.

🔥Top AI tools to increase productivity: 

  1. 🤖 Alice: It's a privacy-focused desktop app to 10x your productivity*

  2. fynk is an innovative contract management platform that offers a comprehensive suite of tools

  3. Textero AI generates original drafts and suggests strong thesis statements in minutes.

  4. Kallo is a multi-LLM GenAI tool, where users can not only try different models but they can do so with their friends

  5. Verbeloquence.ai - Gamified sales, interview, negotiation, and debate practice

  6. 📚 Deblank: Is a unique online platform that offers a range of tools for content creation and enhancement. 

View our database of all the best AI tools for your needs: aitoolsup.com

Have cool resources to share? Submit AI tool

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