QA in ML
28 min

QA in ML

MLOps World - MLOps World & Generative AI World 2024
Serg Masis
quality-assurance secops machine-learning mlops data-science qa ai artificial-intelligence explainable-ai data-engineering devops reliability
What Does it Mean to be an AI Engineer in the World of GenAI?
30 min

What Does it Mean to be an AI Engineer in the World of GenAI?

MLOps World - MLOps World & Generative AI World 2024
Aarushi Kansal
ai-engineering generative-ai prompt-engineering rag retrieval-augmented-generation vector-databases agents reliability resiliency monitoring observability scaling fine-tuning large-language-models
Making ChatGPT Funny with Prompt Optimization
33 min

Making ChatGPT Funny with Prompt Optimization

MLOps World - MLOps World & Generative AI World 2024
Mike Taylor
writing-assistance chatgpt ai artificial-intelligence prompt-engineering natural-language-processing nlp large-language-models llm generative-ai
Avoid ML OOps with ML Ops: A modular approach to scaling Forethought’s E2E ML Platform
51 min

Avoid ML OOps with ML Ops: A modular approach to scaling Forethought’s E2E ML Platform

MLOps World - MLOps World & Generative AI World 2024
Salina Wu
sagemaker spark dagster feature-engineering data-drift mlops machine-learning data-engineering devops ci-cd model-serving ml-training
Secure Open Source MLOps - Ubuntu Principles
18 min

Secure Open Source MLOps - Ubuntu Principles

MLOps World - MLOps World & Generative AI World 2024
Andreea Munteanu Maciej Mazur
ubuntu data-tokenization privacy-enhancing-technologies mlops kubernetes kubeflow confidential-computing security compliance open-source machine-learning ai
Lessons Learned: The Journey to Real-Time Machine Learning at Instacart
39 min

Lessons Learned: The Journey to Real-Time Machine Learning at Instacart

MLOps World - MLOps World & Generative AI World 2024
Guanghua Shu
real-time-ml instacart online-inference streaming-infrastructure flink recommendation-systems machine-learning ml-platform feature-store model-serving kafka data-modeling
Wanted: A Silver Bullet MLOps Solution for Enterprise
31 min

Wanted: A Silver Bullet MLOps Solution for Enterprise

MLOps World - MLOps World & Generative AI World 2024
Muller Mu Christophe Chabbert
enterprise-mlops pipeline-orchestration conway-law api-first modular-architecture mlops machine-learning drug-discovery data-science model-deployment observability
Evaluation Techniques for Large Language Models
1h 41m

Evaluation Techniques for Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Rajiv Shah
functional-correctness similarity-metrics large-language-models llm ai machine-learning benchmarking nlp natural-language-processing hugging-face prompt-engineering
Customizable RAG Workflows with your Own Data
40 min

Customizable RAG Workflows with your Own Data

MLOps World - MLOps World & Generative AI World 2024
Christy Bergman
milvus zilliz semantic-similarity rag generative-ai llm vector-databases langchain hugging-face embeddings retrieval-augmented-generation data-modeling
Evaluation Engineering: Iterative Strategies to Testing Prompts
29 min

Evaluation Engineering: Iterative Strategies to Testing Prompts

MLOps World - MLOps World & Generative AI World 2024
Jared Zoneraich
evaluation-engineering backtesting regression-testing prompt-engineering testing test-driven-development ai machine-learning llm natural-language-processing
LLMs From Dream to Deployed
29 min

LLMs From Dream to Deployed

MLOps World - MLOps World & Generative AI World 2024
Josh Goldstein
chatbots seldon llm large-language-models machine-learning mlops deployment retrieval-augmented-generation rag kubernetes openai hugging-face gpu
Mitigating RAG Hallucinations with Aporia Guardrails
25 min

Mitigating RAG Hallucinations with Aporia Guardrails

MLOps World - MLOps World & Generative AI World 2024
rag retrieval-augmented-generation llm large-language-models ai artificial-intelligence hallucinations guardrails data-quality natural-language-processing