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If you don't know where to start studying the materials of one of the main ML conferences of the year - here's a great option.
You can explore articles by topics, open brief descriptions, go to full versions, and save interesting materials to your collection.
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How Far Can Classical NLP Go? From Bag-of-Words to Stacking on Spooky Author Identification | Towards Data Science
An end-to-end classical NLP experiment on Kaggle’s Spooky Author Identification task: from Vowpal Wabbit and TF-IDF/NB-SVM baselines to a tuned stacked ensemble, with a compact representation survey of Bag-of-Words, BM25, Word2Vec, and FastText for context.
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You’ll see how far classical NLP can go with:
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🔤 Character n-grams
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🧩 Ensemble stacking
It’s a practical project for anyone preparing for an ML/DS role, with no deep learning required. I walk through the entire workflow step by step:
🔗 https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
I recently published an end-to-end walkthrough on Towards Data Science using Kaggle’s Spooky Author Identification dataset.
You’ll see how far classical NLP can go with:
📝 Bag-of-Words and TF-IDF
🔤 Character n-grams
📊 Model comparison
🧩 Ensemble stacking
It’s a practical project for anyone preparing for an ML/DS role, with no deep learning required. I walk through the entire workflow step by step:
🔗 https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
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Forwarded from Machine Learning
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Forwarded from Machine Learning with Python
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🌈Struggling with tough interview questions? Nervous about technical grilling? You're not alone.
We've just released a bunch of 100% free interview prep kits for 2026 – covering common Q&As, behavioral questions, technical deep-dives, and role-specific tips for #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity.
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Forwarded from Machine Learning with Python
🧿ANTHROPH\C Launches 13 Free AI Courses
Anthropic Academy has announced 13 free AI courses. The courses cover the following topics:
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• AI Fundamentals
• AI Agents
• Model Context Protocol (MCP)
• Claude Code
• Working with APIs
• Enterprise AI
• 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.
Anthropic Academy has announced 13 free AI courses. The courses cover the following topics:
• Working with Claude
• AI Fundamentals
• AI Agents
• Model Context Protocol (MCP)
• Claude Code
• Working with APIs
• Enterprise AI
• 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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