LangTalks
Lee Twito, Gal Peretz
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פודקסט טכני בעברית על בניית סוכנים ואפליקציות עם מודלי שפה. המנחים דנים בנושאים חמים בתחום הבינה המלאכותית והשפות הטבעיות. הפודקסט כולל ניוזלטר דו-שבועי וקהילת ווטסאפ לדיונים ושאלות.
Episoder
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2 - How LLMs are developed 19.07.2023 18minThe evolution of Language Models and OpenAI's training techniques.
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3 - Intro to Agents 20.07.2023 30minTheory and benchmarks for zero shot, few shot, chain of thoughts, and tree of thoughts
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4 - Intro to LangChain 25.07.2023 25minOverviewing the main concepts of LangChain framework and how to get started
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5 - How to use Embeddings 01.08.2023 21minExplore the theory of embeddings and their practical applications
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1 - Intro to LangTalks 18.07.2023 1minIntroduction about Lee & Gal and what LangTalks is about
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6 - Security and Privacy | Itamar Golan (Prompt Security) 07.08.2023 36minSecurity, privacy, compliance & safety of LLM-based applications
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7 - Agents in LangChain | Eden Marco 14.08.2023 28minFrom an agent POC with LangChain to production challenges
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8 - Vector Databases | Uri Goren (Argmax) 21.08.2023 30minWhy you might need a VectorDB, which features to consider when choosing a provider, and use cases examples
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9 - Popular tools for LLM-app devs 28.08.2023 30minSave time building applications with LLMs by utilizing tools like LangChain, Llama index, Guidance, GPTCache and many more
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10 - Summarizing mental health sessions | Amit Spinrad (Eleos Health) 04.09.2023 29minDrill down on a summarization task use case
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11 - Open source models | Matan Kleyman 11.09.2023 33minwhy should you care about open source models, when and how to finetune, inference best practices, deployment & serving tools, models overview
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12 - Fine-tuning | Mike Erlihson 18.09.2023 27minFinetuning techniques (SFT, RLHF...), pros & cons, tools (technical episode)
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13 - Production environment | Idan Tovi (Vee) 26.09.2023 24minFull stack LLM app development, Typescript vs Python
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14 - Prompt engineering 02.10.2023 27minAdvanced prompt engineering techniques: skeleton of thoughts, directional stimulus prompting, graph of thoughts, augmentations
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15 - Initiatives and volunteers matching 18.10.2023 17minFind the most suitable project for volunteer support "Iron swords" war efforts
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16 - Multi modal 23.10.2023 25minmultimodality is a type of model that can analyze multiple data types like language, images, voice, etc.
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17 - Evaluation | Philip Tannor (DeepChecks) 13.11.2023 29minEvaluating LLMs and AI pipeline in dev and production environments. How to work with datasets
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18 - OpenAI Dev Day 20.11.2023 28minOpenAI DevDay announcements recap
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19 - RAG 11.12.2023 26minRetrieval Augmented Generation process, Llama index vs LangChain, indexing
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20 - RAG Evaluation | Jonathan Yarkoni 25.12.2023 25minragas framework for evaluating unstructured retrievals and generations
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