Fine-Tuned Models Are Getting Out of Hand

MLOps.community · Beginner ·🤖 AI Agents & Automation ·4mo ago
How do fine-tuned models and RAG systems power personalized AI agents that learn, collaborate, and transform enterprise workflows? What kind of technical challenges do we need to first examine before this becomes real? Jaipal Singh Goud - Solutions Architect at Prem AI Demetrios Brinkmann - Founder of MLOps Community ~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~ Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore Join our Slack community [https://go.mlops.community/slack] Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://…
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1 [Exclusive] Weights & Biases Round-table // Model Management in a Regulated Environment
[Exclusive] Weights & Biases Round-table // Model Management in a Regulated Environment
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2 LLMs in Focus: From One-Size Fits All to Verticalized Solutions // Venky Ganti & Laurel Orr // #196
LLMs in Focus: From One-Size Fits All to Verticalized Solutions // Venky Ganti & Laurel Orr // #196
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3 Data Wrangling and AI Transformation // Venky Ganti & Laurel Orr // MLOps Podcast #196 clip
Data Wrangling and AI Transformation // Venky Ganti & Laurel Orr // MLOps Podcast #196 clip
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4 The Role of Infrastructure in ML Leveraging Open Source // Niels Bantilan // MLOps Podcast #197
The Role of Infrastructure in ML Leveraging Open Source // Niels Bantilan // MLOps Podcast #197
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5 Inferring Creativity // Nick Hasty // MLOps Podcast #198
Inferring Creativity // Nick Hasty // MLOps Podcast #198
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6 Challenges Operationalizing ML (And Some Solutions) // Nathan Ryan Frank // MLOps Podcast #199
Challenges Operationalizing ML (And Some Solutions) // Nathan Ryan Frank // MLOps Podcast #199
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7 Founding, Funding, and the Future of MLOps // Mihail Eric // MLOps Podcast #200
Founding, Funding, and the Future of MLOps // Mihail Eric // MLOps Podcast #200
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8 Evolution of ML Engineering and Automation // Niels Bantilan // MLOps Podcast clip #197
Evolution of ML Engineering and Automation // Niels Bantilan // MLOps Podcast clip #197
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9 Evaluating Tech Tools for Product Development // Nick Hasty // MLOps Podcast #198 clip
Evaluating Tech Tools for Product Development // Nick Hasty // MLOps Podcast #198 clip
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10 Language, Graphs, and AI in Industry // Paco Nathan // MLOps Podcast #201
Language, Graphs, and AI in Industry // Paco Nathan // MLOps Podcast #201
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11 Small Data, Big Impact: The Story Behind DuckDB // Hannes Mühleisen & Jordan Tigani // Podcast #202
Small Data, Big Impact: The Story Behind DuckDB // Hannes Mühleisen & Jordan Tigani // Podcast #202
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12 Practical Approach to ML and AI System Design // Nathan Ryan Frank // MLOps Podcast #199 clip
Practical Approach to ML and AI System Design // Nathan Ryan Frank // MLOps Podcast #199 clip
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13 The Future of Visual Generative AI Development // Mihail Eric // MLOps Podcast #200 clip
The Future of Visual Generative AI Development // Mihail Eric // MLOps Podcast #200 clip
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14 Pioneering AI Models for Regional Languages // Aleksa Gordić // MLOps Podcast #203
Pioneering AI Models for Regional Languages // Aleksa Gordić // MLOps Podcast #203
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15 MLOps at the Crossroads // Patrick Barker & Farhood Etaati // MLOps Podcast #204
MLOps at the Crossroads // Patrick Barker & Farhood Etaati // MLOps Podcast #204
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16 The Myth of AI Breakthroughs // Jonathan Frankle // MLOps Podcast #205
The Myth of AI Breakthroughs // Jonathan Frankle // MLOps Podcast #205
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17 PDF Parsing and Value Chain Analysis // Paco Nathan // MLOps Podcast #201 clip
PDF Parsing and Value Chain Analysis // Paco Nathan // MLOps Podcast #201 clip
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18 RAG Has Been Oversimplified // Yujian Tang // MLOps Podcast #206
RAG Has Been Oversimplified // Yujian Tang // MLOps Podcast #206
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19 Challenging Big Data Assumptions // Hannes Mühleisen & Jordan Tigani // MLOps Podcast #202 clip
Challenging Big Data Assumptions // Hannes Mühleisen & Jordan Tigani // MLOps Podcast #202 clip
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20 Evaluating AI Models and Building Societal Trust // Aleksa Gordić // MLOps Podcast #203 clip
Evaluating AI Models and Building Societal Trust // Aleksa Gordić // MLOps Podcast #203 clip
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21 How Data Platforms Affect ML & AI // Jake Watson // MLOps Podcast #207
How Data Platforms Affect ML & AI // Jake Watson // MLOps Podcast #207
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22 Micro Graph Transformer Powering Small Language Models // Jon Cooke // MLOps Podcast #208
Micro Graph Transformer Powering Small Language Models // Jon Cooke // MLOps Podcast #208
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23 Implications of Gen AI: ML 1.0's Future? // Patrick Barker & Farhood Etaati // Podcast #204 clip
Implications of Gen AI: ML 1.0's Future? // Patrick Barker & Farhood Etaati // Podcast #204 clip
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24 [Exclusive] QuantumBlack Round-table // Gen AI Buy vs Build, Commercial vs Open Source
[Exclusive] QuantumBlack Round-table // Gen AI Buy vs Build, Commercial vs Open Source
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25 Lightweight Feature Platform // Matt Bleifer & Mike Eastham // MLOps Podcast #209
Lightweight Feature Platform // Matt Bleifer & Mike Eastham // MLOps Podcast #209
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26 The Realistic Approach to MLOps // Jonathan Frankle // MLOps Podcast clip #205
The Realistic Approach to MLOps // Jonathan Frankle // MLOps Podcast clip #205
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27 Mitigating LLM hallucinations paper breakdown
Mitigating LLM hallucinations paper breakdown
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28 LLM Evaluation with Arize AI's Aparna Dhinakaran // MLOps Podcast #210
LLM Evaluation with Arize AI's Aparna Dhinakaran // MLOps Podcast #210
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29 Ads Ranking Evolution at Pinterest // Aayush Mudgal // MLOps Podcast #211
Ads Ranking Evolution at Pinterest // Aayush Mudgal // MLOps Podcast #211
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30 Prompt Templates the Song
Prompt Templates the Song
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31 DSPy: Understanding Stacking and Chaining Networks in Language Models // Omar Khattab
DSPy: Understanding Stacking and Chaining Networks in Language Models // Omar Khattab
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32 Data Governance and AI // Alexandra Diem // MLOps Podcast #212
Data Governance and AI // Alexandra Diem // MLOps Podcast #212
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33 The AI Engineer Song
The AI Engineer Song
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34 Evaluating and Integrating ML Models // Morgan McGuire and Anish Shah // MLOps Podcast #213
Evaluating and Integrating ML Models // Morgan McGuire and Anish Shah // MLOps Podcast #213
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35 Information Retrieval & Relevance // Daniel Svonava // MLOps Podcast #214
Information Retrieval & Relevance // Daniel Svonava // MLOps Podcast #214
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36 LLM Use Cases in Production // AI in Production Conference // Panel 1
LLM Use Cases in Production // AI in Production Conference // Panel 1
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37 A Survey of Production RAG Pain Points and Solutions // Jerry Liu // AI in Production Conference
A Survey of Production RAG Pain Points and Solutions // Jerry Liu // AI in Production Conference
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38 Becoming an AI Evangelist // Alex Volkov // MLOps Podcast #215
Becoming an AI Evangelist // Alex Volkov // MLOps Podcast #215
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39 Managing Data for Effective GenAI Application // Anu Arora and Anass Bensrhir // MLOps Podcast #216
Managing Data for Effective GenAI Application // Anu Arora and Anass Bensrhir // MLOps Podcast #216
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40 Tecton's Approach to Scaling Data Aggregations // Mike Eastham // MLOps podcast #209 clip
Tecton's Approach to Scaling Data Aggregations // Mike Eastham // MLOps podcast #209 clip
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41 The Real E2E RAG Stack // Sam Bean // MLOps Podcast #217
The Real E2E RAG Stack // Sam Bean // MLOps Podcast #217
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42 A Decade of AI Safety and Trust // Petar Tsankov // MLOps Podcast #218
A Decade of AI Safety and Trust // Petar Tsankov // MLOps Podcast #218
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43 LLM Applications & Outcome Evaluation in the New Era // Aparna Dhinakaran // MLOps Podcast #210 clip
LLM Applications & Outcome Evaluation in the New Era // Aparna Dhinakaran // MLOps Podcast #210 clip
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44 Language Processing, Recommendations, System Integration // Aayush Mugdal // MLOps Podcast #211 clip
Language Processing, Recommendations, System Integration // Aayush Mugdal // MLOps Podcast #211 clip
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45 [Exclusive] Zilliz Roundtable // Why Purpose-built Vector Databases Matter for Your Use Case
[Exclusive] Zilliz Roundtable // Why Purpose-built Vector Databases Matter for Your Use Case
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46 Model Merging and Mixtures of Experts // Maxime Labonne // AI in Production Conference
Model Merging and Mixtures of Experts // Maxime Labonne // AI in Production Conference
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47 Security and Privacy // Day 2 Panel 1 // AI in Production Conference
Security and Privacy // Day 2 Panel 1 // AI in Production Conference
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48 Hypothesis Testing and Stakeholder Collaboration // Alexandra Diem // MLOps Podcast #212 clip
Hypothesis Testing and Stakeholder Collaboration // Alexandra Diem // MLOps Podcast #212 clip
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49 Kubecon Shirt Compliment Challenge
Kubecon Shirt Compliment Challenge
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50 The Art and Science of Training LLMs // Bandish Shah and Davis Blalock // MLOps Podcast #219
The Art and Science of Training LLMs // Bandish Shah and Davis Blalock // MLOps Podcast #219
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51 Getting 50 people to comment on my shirt at Kubecon
Getting 50 people to comment on my shirt at Kubecon
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52 4 Years of the MLOps Community // Demetrios Brinkmann // MLOps Podcast #220
4 Years of the MLOps Community // Demetrios Brinkmann // MLOps Podcast #220
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53 Expressing Data Desires through Vectors // Daniel Svonava // MLOps podcast #214 clip
Expressing Data Desires through Vectors // Daniel Svonava // MLOps podcast #214 clip
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54 Anatomy of a Software 3.0 Company // Sarah Guo // AI in Production Keynote
Anatomy of a Software 3.0 Company // Sarah Guo // AI in Production Keynote
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55 Building the Next Generation of Reliable AI // Shreya Rajpal // AI in Production Keynote
Building the Next Generation of Reliable AI // Shreya Rajpal // AI in Production Keynote
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56 Designing ML Infra for ML & LLM Use Cases // Amritha Arun Babu & Abhik Choudhury // Podcast #221
Designing ML Infra for ML & LLM Use Cases // Amritha Arun Babu & Abhik Choudhury // Podcast #221
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57 What Business Stakeholders Want to See from the ML Teams // Peter Guagenti // MLOps Podcast #222
What Business Stakeholders Want to See from the ML Teams // Peter Guagenti // MLOps Podcast #222
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58 From Chatbot Creation to Ingestion Pipelines // Alex Volkov // MLOps Podcast #215 clip
From Chatbot Creation to Ingestion Pipelines // Alex Volkov // MLOps Podcast #215 clip
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59 Considerations of Data Quality // Anu Arora and Anass Bensrhir // MLOps podcast #216 clip
Considerations of Data Quality // Anu Arora and Anass Bensrhir // MLOps podcast #216 clip
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60 Charting LLMOps Odyssey // Yinxi Zhang @ Databricks // AI in Production Talk
Charting LLMOps Odyssey // Yinxi Zhang @ Databricks // AI in Production Talk
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