Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.
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Machine Learning
39.2K subscribers
Machine Learning
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The Math Behind In-Context Learning
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Category: LARGE LANGUAGE MODELS
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Date: 2024-12-31 |
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Read time: 6 min read
From attention to gradient descent: unraveling how transformers learn from examples
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The Key to Smarter Models: Tracking Feature Histories
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Category: ARTIFICIAL INTELLIGENCE
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Date: 2024-12-31 |
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Read time: 10 min read
Capture context and improve predictions with historical data
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From Default Python Line Chart to Journal-Quality Infographics
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Category: ANALYTICS
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Date: 2024-12-30 |
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Read time: 3 min read
Transform boring default Matplotlib line charts into stunning, customized visualizations
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Mastering Model Uncertainty: Thresholding Techniques in Deep Learning
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Category: DATA SCIENCE
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Date: 2024-12-30 |
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Read time: 7 min read
A few words on thresholding, the softmax activation function, introducing an extra label, and considerationsβ¦
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How to Build a Resume Optimizer with AI
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Category:
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Date: 2024-12-30 |
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Read time: 7 min read
Step-by-step guide with example Python code
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How to Build a Graph RAG App
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Category:
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Date: 2024-12-30 |
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Read time: 30 min read
The accompanying code for the app and notebook are here. Knowledge graphs (KGs) and Large Languageβ¦
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I Combined the Blockchain and AI to Generate Art. Hereβs What Happened Next.
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Category: BLOCKCHAIN
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Date: 2024-12-30 |
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Read time: 8 min read
Using LLMs to create artistic representations of data
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Introducing n-Step Temporal-Difference Methods
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Category: MACHINE LEARNING
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Date: 2024-12-29 |
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Read time: 10 min read
Dissecting βReinforcement Learningβ by Richard S. Sutton with custom Python implementations, Episode V
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Superposition: What Makes it Difficult to Explain Neural Network
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Category: MACHINE LEARNING
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Date: 2024-12-29 |
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Read time: 7 min read
When there are more features than model dimensions
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Deep Dive into Multithreading, Multiprocessing, and Asyncio
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Category:
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Date: 2024-12-28 |
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Read time: 10 min read
How to choose the right concurrency model
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Measuring Cross-Product Adoption Using dbt_set_similarity
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Category: SQL
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Date: 2024-12-28 |
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Read time: 5 min read
Enhancing cross-product insights within dbt workflows
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Master Bots Before Starting with AI Agents: Simple Steps to Create a Mastodon Bot with Python
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Category: PROGRAMMING
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Date: 2024-12-27 |
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Read time: 13 min read
I recently published a post on Mastodon that was shared by six other accounts withinβ¦
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Understanding the Optimization Process Pipeline in Linear Programming
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Category:
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Date: 2024-12-27 |
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Read time: 8 min read
An introduction to the backend and frontend processes in linear programming, including the mathematical programmingβ¦
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Lessons from COVID-19: Why Probability Distributions Matter
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Category: COVID-19
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Date: 2024-12-27 |
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Read time: 13 min read
Understanding Distributions with Extremes: Probability for Data Science Series (END)
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Track Computer Vision Experiments with MLflow
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Category:
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Date: 2024-12-26 |
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Read time: 10 min read
Discover how to set up an efficient MLflow environment to track your experiments, compare andβ¦
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How Neural Networks Learn: A Probabilistic Viewpoint
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Category: MACHINE LEARNING
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Date: 2024-12-26 |
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Read time: 8 min read
Understanding Loss Functions in Training Neural Networks
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Linearizing Attention
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Category: LARGE LANGUAGE MODELS
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Date: 2024-12-26 |
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Read time: 8 min read
Breaking the Quadratic Barrier: Modern Alternatives to Softmax Attention
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Your Company Needs Small Language Models
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Category: CHATGPT
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Date: 2024-12-26 |
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Read time: 15 min read
When specialized models outperform general-purpose models
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Calculating a linear extrapolation (or Trend) in DAX
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Category:
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Date: 2024-12-26 |
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Read time: 10 min read
In DAX there is no built-in method to calculate a Trend. Therefore we must doβ¦
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Training LLM, from Scratch, in Rust
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Category: MACHINE LEARNING
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Date: 2024-12-26 |
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Read time: 16 min read
In this companion article, Iβll show my implementation for training from scratch a GPT-like model,β¦
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Understanding When and How to Implement FastAPI Middleware (Examples and Use Cases)
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Category: DATA SCIENCE
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Date: 2024-12-25 |
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Read time: 4 min read
Supercharge Your FastAPI with Middleware: Practical Use Cases and Examples
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