Machine Learning
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Real Machine Learning โ€” simple, practical, and built on experience.
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๐Ÿ”– Google DeepMind has released a book titled "How to Scale Your Model."

It explains how to scale and deploy models even with limited computing resources.

It's useful for those who work on optimizing and deploying ML models.

โ›“ Link to the book
https://jax-ml.github.io/scaling-book
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๐Ÿ”– A comprehensive collection of resources on MLOps

We've found a useful collection for those who want to go beyond just training models and delve into their deployment and operation.

This repository contains the best materials on deploying, monitoring, automating ML pipelines, CI/CD, and other practices that are essential for production systems.

โ›“ Link to GitHub
https://github.com/visenger/awesome-mlops
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๐ŸŒˆStruggling with tough interview questions? Nervous about technical grilling? You're not alone.

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๐ŸงฟANTHROPH\C Launches 13 Free AI Courses

Anthropic Academy has announced 13 free AI courses. The courses cover the following topics:

โ€ข Working with Claude
โ€ข AI Fundamentals
โ€ข AI Agents
โ€ข Model Context Protocol (MCP)
โ€ข Claude Code
โ€ข Working with APIs
โ€ข Enterprise AI
โ€ข Google Cloud Vertex AI and Amazon Bedrock Integration


1. Claude 101

2. AI Fluency: Framework & Foundations

3. Introduction to Agent Skills

4. Building with the Claude API

5. Claude Code in Action

6. Introduction to Model Context Protocol (MCP)

7. MCP: Advanced Topics

8. AI Fluency for Students

9. AI Fluency for Educators

10. Teaching AI Fluency

11. AI Fluency for Small Businesses

12. Claude with Amazon Bedrock

13. Claude with Google Cloud Vertex AI

The courses are designed for a wide audience, from beginners to developers, educators, students, and business owners.
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"The Mathematics of Bitcoin" is a concise work that analyzes Bitcoin from a mathematical perspective. ๐Ÿ“Š

It utilizes probability theory, stochastic processes, martingales, combinatorics, and special functions to explore the mechanisms of the Bitcoin protocol. ๐Ÿงฎ

In particular, the authors examine the probability of double-spending, the profitability of mining, block generation, miner strategies, and the resilience of the protocol. โ›๏ธ

If you want to delve deeper, I also recommend "Bitcoin and Cryptocurrency Technologies" from Princeton University. This is a much broader introduction to cryptographic hash functions, digital signatures, consensus, Proof of Work, mining, transactions, anonymity, security, and the incentive system in cryptocurrencies. ๐ŸŽ“

Save both of these resources. They are excellent materials if you're interested in understanding the mathematics and technical mechanisms of Bitcoin. ๐Ÿ’พ

The Mathematics of Bitcoin:
https://arxiv.org/pdf/2003.00001

Bitcoin and Cryptocurrency Technologies:
https://d28rh4a8wq0iu5.cloudfront.net/bitcointech/readings/princeton_bitcoin_book.pdf

#Bitcoin #Mathematics #Cryptocurrency #Blockchain #Princeton #Tech

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๐Ÿค– AI & Machine Learning

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