Feb 24
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Stop letting "Token Explosion" drain your budget—learn the production-grade engineering secrets to cut LLM costs by up to 90% while maintaining peak performance. If you want to move beyond local notebooks and build scalable AI, mastering cost control is what will make you a star in the eyes of senior leadership. In this video, you will learn: 0. The Anatomy of LLM Costs: Understand why output tokens cost 4-10x more than input tokens and how different model flavors (like GPT-4o vs. Mini) impact your bottom line. 1. Preventing Token Explosion: How to implement strict token budgeting on both input and output to prevent unpredictable billing spikes. 2. Smart Model Routing: Build an automated "Model Router" that directs simple queries to cheaper models and reserves expensive "Turbo" models only for complex tasks. 3. Production Optimization Techniques: Implement prompt compression, batch inference, and infrastructure monitoring to eliminate "blind spots" like repetitive embedding generation. Unfold Data Science is : Your Bridge from Notebooks to Production AI. Most aspiring data professionals are stuck in "Tutorial Hell." We are here to help you turn from a "Notebook Coder" into a "Production Engineer" by focusing on deployment, scalability, and engineering rigor. Welcome! I'm Aman, a Data Scientist & AI Mentor. Link for New AI Shorts Channel (AI Bits by Aman) - https://www.youtube.com/@AI_Bits_By_Aman 🚀 **Level Up Your Skills:** * **Udemy Courses:** 🔥 **Start Learning Now!** 🔥 * Agentic AI for Beginners: https://www.udemy.com/course/agentic-ai-for-beginner/?referralCode=DBF3F13F598187FCCBBC * AI For Non Technical Professionals(Zero Coding) - https://www.udemy.com/course/ai-masterclass-for-non-technical-professionals-zero-coding/?referralCode=86D50E0987E804887121 * Data Science Zero to Hero: https://www.udemy.com/course/data-science-zero-to-hero/?referralCode=C742FD376D04979BDD80 * Data Science Zero to Hero (Hindi): https://www.udemy.com/course/data-science-zero-to-hero-hindi-course/?referralCode=A795A06C1728049E284C * Git, GitLab, and CI/CD: https://www.udemy.com/course/git-gitlab-and-ci-cd/?referralCode=C092A565E5525B9947CD * Docker for Beginners: https://www.udemy.com/course/docker-for-beginners-z/?referralCode=CDC738F62D12172B6ADD * Courses, Workshops & Webinars: https://www.unfolddatascience.com * LinkedIn: https://www.linkedin.com/in/aman-kumar-b4881440/ * X (Twitter): @unfolds * Instagram: @unfold_data_science * GitHub: https://github.com/UnfoldDataScience/YouTube-Videos-files 🎬 **Featured Playlists:** * LLM for Generative AI application development - https://www.youtube.com/playlist?list=PLmPJQXJiMoUWQO3ndlcQqgrmnkTBb8XrV * Advanced NLP & Generative AI: https://www.youtube.com/watch?v=As3TT3xlddU&list=PLmPJQXJiMoUW7pge9N-J5NQuPcwhzFTfY&pp=gAQB * AWS for Data Science: https://www.youtube.com/watch?v=0SYV7o_fd50&list=PLmPJQXJiMoUWFW2JxRSAfhcsQ0Cr9qbv-&pp=gAQB * Deep Learning & Neural Networks: https://www.youtube.com/watch?v=2-Cg_1FtHk8&list=PLmPJQXJiMoUVvvzXCBKSt0aA8A5NlryjV * Natural Language Processing: https://www.youtube.com/watch?v=cs049uQWbpg&list=PLmPJQXJiMoUUSqSV7jcqGiiypGmQ_ogtb * Data Science Mock Interviews: https://www.youtube.com/watch?v=pHwUllYAXqk&list=PLmPJQXJiMoUURuxLJoroTyBf9zxvgHDvk&pp=gAQB * Interview Question Series: https://www.youtube.com/watch?v=pufyEgNOT0s&list=PLmPJQXJiMoUU3h2LaP6pi9-U9vC3iZeU4&pp=gAQB * Intro to Data Science:https://www.youtube.com/watch?v=Zkyog5u1OGw&list=PLmPJQXJiMoUWXbjyedFTmXPzzoeMJV4fe * Python for Data Science: https://www.youtube.com/watch?v=NTZkMI5tuh8&list=PLmPJQXJiMoUWtuekopnh4BhTFkDBvmhnC * Statistics & Mathematics:https://www.youtube.com/watch?v=iZ2r7aIwMbc&list=PLmPJQXJiMoUU52xCfjyoGRfoLCHKFtDxX * Machine Learning end to end in Python:https://www.youtube.com/watch?v=8PFt4Jin7B0&list=PLmPJQXJiMoUWKj26qv_Pw5Aofxncu84JB * Ensemble Models: https://www.youtube.com/watch?v=fuO6QXAo-5M&list=PLmPJQXJiMoUWfMvIqAn0VI_LHlw4AmVrb * Data Science Career Guide:https://www.youtube.com/watch?v=9pytkbvF8AU&list=PLmPJQXJiMoUWoG8fRUXPRcZec9LgdHmCL * Recommendation Systems: https://www.youtube.com/watch?v=juqpTaieIkA&list=PLmPJQXJiMoUWZeVfB5fle6dwyySg7xLMq 🎥 **My Studio Gear:** * Camera: https://amzn.to/3mwXI9I * Mic: https://amzn.to/34phfD0 * Tripod: https://amzn.to/3r4HeJA * Ring Light: https://amzn.to/3gZz00F * Music: https://www.bensound.com/royalty-free-music #DataScience #AI #MachineLearning