Lessons
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Contrastive Loss for EmbeddingsAI BootcampLearn Biplet-based embedding adaptation for search/ranking, apply to user-to-music and e-commerce use cases.
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Bonus ContentAI Bootcamp- 2 courses - [Fundamentals of transformers with Alvin Wan](https://www.newline.co/courses/fundamentals-of-transformers-live-workshop) and [Responsive LLM Applications with Server-Sent Events](https://www.newline.co/courses/responsive-llm-applications-with-server-sent-events) - Prompt engineering templates - AI newsletters, channels, X, reddit channels - Break down of LLama components - Open source models with their capabilities - Data sources - AI specific cloud services - Open source frameworks - Project ideas from other indie hackers - Bonus: FANG Machine learning interview cheatsheet - Free API Keys for building AI Applications - How people will are using GenAI in 2025 - How to stay ahead of AI Trends? - N8N and Free High-Roi AI Automation Templates worth $50,000
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AI Career Roles and PreparationAI BootcampBreak down AI roles (Engineer, Model Engineer, Researcher, PM, Architect), prepare for FAANG/LLM interviews, and update your knowledge on being up to date with state-of-the-art techniques.
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Evaluating Model TrustworthinessAI BootcampEvaluate model trustworthiness for sensitive applications (legal, compliance, finance).
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RAG in Enterprise SettingsAI BootcampExplore RAG for enterprise use (citation engines), compare hallucination reduction strategies (constrained decoding, retrieval, DPO).
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LLMOps & Scalable ServingAI BootcampPlan a scalable serving stack (LLM + vector DB + API + orchestrator), learn LLMOps roles and workflows.
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LLM Production ChainAI BootcampMap the LLM production chain (data, serving, latency, monitoring), explore multi-tenant APIs, vector databases, caching.
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DeepSeek-V3 ArchitectureAI BootcampExplore DeepSeek-V3’s MLA, MoE, MTP, FP8 training, and understand transformer optimizations.
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Positional Encoding in TransformersAI BootcampUnderstand positional encoding (sinusoidal, RoPE, learned), compare types, and study skip connections/layer norms.
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Text-to-Voice PipelinesAI BootcampInvestigate pipelines from text prompts through intermediate representations to audio. Compare zero-shot vs fine-tuned models in speech generation.
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Text-to-SQL SystemsAI BootcampImplement text-to-SQL with structured prompts, train/evaluate SQL generation accuracy using execution-based metrics.