📊 How to run data science projects

In today's edition: What's Shaping the Future of Data?

• 🧠Anthropic unveiled Claude's new built-in analysis tool

• 📊Generate Simulated Dataset for Linear Model in R

• 🔍Alternatives to cosine similarity

• ✨ OpenAI to launch GPT-4 successor ‘Orion’

• 🤖 Chinese robotics startup EngineAI just introduced SE01

• 🛡️ Biden sets new AI safety guidelines for national security agencies

• 💡 AI Tutorial:Create Realistic Sound Effects from Text with AI

• 🤖 AI Tools and Data Tools to checkout

5 Reasons You Should Consider Implementing DataOps

In this article, I’ll explain what exactly is DataOps, the differences between DevOps and DataOps and the top reasons to implement a DataOps model now. Read on to find out more.

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Anthropic unveiled Claude's new built-in analysis tool

Claude’s new analysis tool enables real-time JavaScript execution and data processing, making it a sophisticated data analyst that delivers precise, verifiable results. Functions as a built-in code sandbox where Claude processes complex calculations, analyzes da

How to run data science projects

In this article, I will outline my mental model for running a science project. Specifically, I’m referring to data or applied science projects, drawing from my experience of over 9 years at AWS and Amazon. You might argue that in agile environments like startups or smaller companies, the approach could differ, but aside from an additional layer of hierarchy, I don’t anticipate significant deviations.

Generate Simulated Dataset for Linear Model in R

Researchers usually generate a simulated dataset that follows the model’s assumptions. This simulated dataset can be used as a benchmark for the model or real-world dataset replacement in the modeling process, where the simulated dataset is cost-effective than the real-world dataset.

Alternatives to cosine similarity

Comparing vectors is a powerful tool when working with LLM embeddings. It's often the technical underpinning of RAG pipelines (Retrieval Augmented Generation), for instance, where related content is "found" and injected into the context of a message passed to an LLM.

👨‍💻 Data Tools, Libraries

Arch
Arch is an intelligent prompt gateway. Engineered with (fast) LLMs for the secure handling, robust observability, and seamless integration of prompts with APIs - all outside business logic. 

BitNet
Official inference framework for 1-bit LLMs.

OpenVMM
OpenVMM is a modular, cross-platform Virtual Machine Monitor (VMM), written in Rust.

KaibanJS 
The JavaScript Framework for Building Multi-Agent Systems.

AI News:

OpenAI plans to release its next big AI model by December

OpenAI plans to launch its next frontier model, Orion, by December. The model has been teased by an OpenAI executive as potentially up to 100 times more powerful than GPT-4. Orion will initially be released to companies that OpenAI works closely with so they can build their own products and features.

⚖️ Character AI sued for a teenager’s suicide

Character AI and Google are being sued after a teenager's death that might be linked to interactions with chatbots. A 14-year-old's mother is suing Character AI, saying the company didn't have enough safety measures.Runway, the Google-backed AI startup, has unveiled Act-One, allowing precise control over character expressions with simple video recordings.The new feature lets users capture facial expressions from any camera, including smartphones, and apply them to AI characters with high accuracy.

😵 OpenAI disbands AGI Readiness team

OpenAI is reportedly dissolving its AGI Readiness team, marking the latest in a series of major division changes as senior advisor Miles Brundage departs the company and voices concerns about the industry’s safety direction.

Chinese robotics startup EngineAI just introduced SE01

Finally, a humanoid robot with a natural, human-like walking gait. Chinese company EngineAI just unveiled their life-size general-purpose humanoid SE01.

🛡️ Biden sets new AI safety guidelines for national security agencies

President Biden has signed a memo telling national security agencies, like the Pentagon, to put safety rules in place for how they use AI, with the U.S. AI Safety Institute playing a key role in making sure these rules are followed. The memo says that humans have to stay in control of AI systems used for things like targeting weapons.

AI Tutorial

Create Realistic Sound Effects from Text with AI

ElevenLabs has introduced an innovative feature that transforms text descriptions into lifelike sound effects. Here’s how to begin:

1. Visit ElevenLabs and sign up for an account at no cost.

2. Find the "Sound Effects" tab in the left-hand menu.

3. Type a short description of the sound effect you want to generate (e.g., "waves crashing against rocks").

4. Adjust the settings, such as duration and prompt influence, to tailor your sound.

5. Press the "Generate Sound Effects" button to create your personalized audio file.

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A.I. Generated Image of the Day

👀 Egyptian Auto mechs (source)

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