Training AI on Amazon Electronic Reviews Using #Python for Natural Language! – by – @gp_pulipaka
! JupyterLab/Jupyter Notebook WordNet, Lexical Semantic Relation Analyzer
Thesaurus, 155,000 Words
Synset 115,000, 205,000 word-Sense Pair. NLTK Library, spaCy, TextBlob
CODE
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Training NLP Models on Amazon Reviews with Python
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Deep Reinforcement Learning Hands-On Practical Guide
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Deep Reinforcement Learning! Hands-On: A practical and easy-to-follow guide to RL from Q-learning and DQNs to PPO and RLHF! #BigData #Analytics #DataScience #AI #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux
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AI Tools Make Engineers More Productive, Expand SWE Teams
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People keep asking if AI will replace software engineers. I believe the exact opposite. Thanks to the Jevons paradox, AI tools are making great engineers 10x more productive, allowing us to tackle much harder, larger-scale problems. We’re expanding our SWE teams at @SakanaAILabs
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Identifying Workflows for AI Skills and Subagents
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Copy and paste this into your codex: “Look through my recent Codex sessions and identify repeated workflows or repeated asks. For anything I keep doing manually, suggest:
1. a skill if it is a reusable workflow
2. a custom subagent if it is a bounded role or investigation task -
Instruct codex to maintain a scratch-log for tracking refactor decisions
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Tell codex to maintain a scratch-log while it works on bigger refactors with decisions it had to make, tradeoffs, review fixes, so later on you can read through which tradeoffs the agent made, what you forgot to specify etc.
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Refactoring subagents with autoreview running for 5 hours fixing issues
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I'm refactoring an older part of the codebase (subagents) that touches a lot of code, and autoreview is running for 5h already and fixing tons of issues. https://
github.com/openclaw/agent
-skills/blob/main/skills/autoreview/SKILL.md
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Codex: Turning Repeated Prompts into Reusable AI Skills
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Codex Tip: ask Codex to look through your past sessions and turn repeated prompts into reusable skills + subagents you’ll probably find the same stuff showing up again and again: “check why CI failed”
“review this PR”
“write the changelog”
“trace this bug”
“clean up this diff” -
Added multiplayer and AI understood to be quiet
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I added multiplayer and told codex to shut up, and it was smart enough to understand the situation. xD
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Cloud codex runner using Cloudflare Firecracker and Ghostty
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Still limited by compute, so I built a thing that runs codex in the cloud, powered by @Cloudflare firecracker boxes (and since that's not beefy enough for larger projects, tests are run via crabbox) Uses Ghostty ofc, via WebAssembly.
Codex replicated itself, basically.