šŸ” Postgres is eating the database world

šŸ¦¾Plus: šŸ’¼Microsoft hires Suleyman to lead AI push

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Hey folks! Letā€™s get into Big Data and AI crazinessā€¦

In today's edition:

  • šŸ“10 ChatGPT Projects case studies Cheat Sheet

  • šŸ”Postgres is eating the database world

  • āš”Optimizing the Performance of LLMs

  • šŸ”The Probe Method: An Intuitive Feature Selection Technique

  • šŸ¦¾ Nvidia gives humanoid robots a mind

  • šŸ’¼Microsoft hires Suleyman to lead AI push

  • šŸ”œOpenAI is expected to release GPT-5

  • šŸ‘Ÿ Google to launch Fitbit AI chatbot

  • šŸ¤– AI Tools and Data Tools

  • šŸ–¼ļø A.I. Generated Image of the Day

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There have been a number of news stories about AI developers recently. While some developers are concerned that the technology may soon take over their jobs, these claims are likely just attempts at grabbing attention.

Here are the 10 curated ChatGpt hands-on projects to boost data science workflows with ChatGPT across ML, NLP, and full stack dev, including links to full project details.

PostgreSQL is a data management framework with the potential to engulf the entire database realm. Using Postgres for everything is becoming a mainstream best practice. ParadeDB and DuckDB add more performance, propelling PostgreSQL's analysis capabilities to the top tier of OLAP.

Large language models (LLMs) are positively changing how we build applications because of their ability to process natural languages efficiently as both text and media data. The capabilities of LLMs include text generation, media generation, complex text summary, data processing and code generation, etc. Applications today are integrating LLMs for increased efficiency and productivity.

Real-world ML development is all about achieving a sweet balance between speed, model size, and performance.

We also saw this when we learned about different model compression techniques.

Big data can have a significant effect on finance policing. This can turn into 30% better insurance services, 50-60% cost savings, and 70% fraud detection rates, which benefits both parties.Ā 


The post outlines Lyft's reinforcement learning platform, focusing on its design and implementation to facilitate machine learning experimentation and deployment at scale. It discusses the platform's key components, such as infrastructure, tools, and workflows, highlighting its role in enabling efficient and effective reinforcement learning research and development.

šŸ¤– AI News:

Nvidia's GTC 2024 is all about generative AI - and the hardware that makes the current boom possible. Theyā€™ve announced so many new things that weā€™ll list them below in bullet points.

Blackwell - Nvidia unveiled its new Blackwell platform, designed to enable generative AI with multi-billion parameter language models. The new generation of Blackwell GPUs is said to deliver four times the AI training performance, up to 25 times the energy efficiency, and up to 30 times the inference performance of the H100 GPU.

This high inference performance applies to mixture-of-expert models such as GPT-4, while older models such as GPT-3 still run 8 times faster.

Ceiba AI Supercomputer - Its AWS-hosted Ceiba AI supercomputer will now consist of 20,000 GB200 GPUs instead of the initially planned 16,000 H100 GPUs, showcasing a significant upgrade in performance and capabilities.

Nvidia inference microservices (NIMs) - A new software platform designed to streamline the deployment of custom and pre-trained AI models into production environments. NIM will be available across AWS, Google Cloud, Microsoft Azure and Oracle Cloud marketplaces.

Project GR00T - A foundation model for humanoid robot learning in simulation and the real world.

Another day, another coup for Microsoft. After forming an alliance with OpenAI last year, Microsoft has now appointed Inflection AI CEO and DeepMind cofounder Mustafa Suleyman as the CEO of its consumer AI business.

The field of visual reconstruction from brain activity has historically faced limitations due to the need for extensive, subject-specific training data. This latest research, however, introduces a game-changer: high-quality visual reconstructions with merely one hour of fMRI training data.

OpenAI is gearing up to unveil GPT-5.

The launch timeline has not been officially confirmed, but it is set for a mid-year release, potentially in the summer, according to a report by Business Insider.

Google is launching an AI-powered chatbot for Fitbitā€”the wearable fitness trackerā€”users, in a push to offer smarter health and wellness experiences.

šŸ’”AI Teck Talks

GTC March 2024 Keynote with NVIDIA CEO Jensen Huangāš”ļø

Ā šŸ”„Top AI tools to increase productivity:Ā 

  1. WritesonicĀ is one of many groundbreaking AI writing assistants transforming the content creation landscape

  2. Jasper is an AI copywriter and content generator blog posts, marketing copy, and AI-generated images.

  3. Tax AI GPT- A ChatGPT GPT to ask tax questions and save on taxes.

  4. BuildShip - Visually build workflows, automation, and powerful backend logic for your apps, powered by AI.

  5. Speck AI - A simple, intuitive way to automate web workflows.

  6. Blobr - An AI assistant that consolidates and reconciles data from all your connected SaaS and provides insights.

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

Have cool resources to share?Ā Submit a toolĀ or reach us by replying to this email.Ā 

Ā 

šŸ‘Øā€šŸ’»Ā Data Tools, LibrariesĀ 

Ā jnvĀ (GitHub Repo)

jnv features an interactive JSON viewer and jq filter editor.

dockerc
Compile docker images to standalone portable binaries.

pmesh
pmesh is an all-in-one service manager, reverse proxy, and enterprise service bus. It is designed to be a simple and powerful all-in-one replacement for a wide variety of tools commonly deployed in web services.

flyde
Open-source, visual programming for developers. Includes a VS Code extension, integrates with existing TypeScript code, browser and Node.js.

A.I. Generated Image of the Day

I used Midjourney v6 to imagine famous people in an aesthetic inspired by Wes Anderson films. (source)

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