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DL-Backtrace: Unveiling Model Decisions
34 min

DL-Backtrace: Unveiling Model Decisions

MLOps World - MLOps World & Generative AI World 2024
Vinay Kumar Sankarapu
deep-learning explainable-ai xai model-explainability mlops machine-learning artificial-intelligence large-language-models nlp computer-vision data-science model-risk-management
MLOps for Time Series in Production
52 min

MLOps for Time Series in Production

MLOps World - MLOps World & Generative AI World 2024
Eddie Mattia
mlops time-series machine-learning data-science python xgboost metaflow outerbounds batch-inference data-modeling postgresql kubernetes ci-cd
Hands-on Scalable Edge to Core ML Pipelines
1h 7m

Hands-on Scalable Edge to Core ML Pipelines

MLOps World - MLOps World & Generative AI World 2024
Debadyuti Roychowdhury Sehyo Chang
mlops machine-learning edge-computing ml-pipelines distributed-systems streaming-architecture rust webassembly data-validation model-deployment observability event-driven-architecture
Investigating the Evolution of Evaluation from Model Training to GenAI Inference
39 min

Investigating the Evolution of Evaluation from Model Training to GenAI Inference

MLOps World - MLOps World & Generative AI World 2024
Anish Shah
generative-ai large-language-models llm evaluation-metrics model-training fine-tuning ai-ethics bias-detection toxicity-detection natural-language-processing machine-learning
AI as the Ultimate Inventor
42 min

AI as the Ultimate Inventor

MLOps World - MLOps World & Generative AI World 2024
Jepson Taylor
artificial-intelligence generative-ai machine-learning mlops reinforcement-learning algorithm-design deep-learning llm automation ai-research
Evaluating LLM-Judge Evaluations: Best Practices
30 min

Evaluating LLM-Judge Evaluations: Best Practices

MLOps World - MLOps World & Generative AI World 2024
Aishwarya Reganti
llm llm-evaluation generative-ai ai-collusion evaluation-metrics machine-learning mlops prompt-engineering large-language-models ai-bias
GenAI ROI: From Pilot to Profit
33 min

GenAI ROI: From Pilot to Profit

MLOps World - MLOps World & Generative AI World 2024
Ilyas Iyoob
generative-ai genai roi artificial-intelligence machine-learning mlops enterprise-ai pilot-paralysis scalability data-science business-intelligence
Agentic AI: Learning Iteratively, Acting Autonomously
31 min

Agentic AI: Learning Iteratively, Acting Autonomously

MLOps World - MLOps World & Generative AI World 2024
Fatma Tarlaci
ai-agents agentic-ai autonomous-systems machine-learning llms iterative-learning multi-agent-systems mlops investment finance supply-chain-optimization healthcare customer-service
Building Multimodal LLMs for Product Taxonomy at Shopify
30 min

Building Multimodal LLMs for Product Taxonomy at Shopify

MLOps World - MLOps World & Generative AI World 2024
Kshetrajna Raghavan
llm multimodal-llm generative-ai machine-learning mlops production-ml shopify product-taxonomy data-modeling computer-vision natural-language-processing image-classification gcp hugging-face ray sky-pilot triton inference
Large Language Model Training and Serving at LinkedIn
24 min

Large Language Model Training and Serving at LinkedIn

MLOps World - MLOps World & Generative AI World 2024
Dre Olgiati
llm large-language-models ai machine-learning mlops training gpu kubernetes python tensorflow pytorch kernels optimization memory-management transformer
Revolutionizing Cloud Storage: From Petabytes to Intelligence
17 min

Revolutionizing Cloud Storage: From Petabytes to Intelligence

MLOps World - MLOps World & Generative AI World 2024
Vinit Dhatrak
cloud-storage data-growth cloud-platforms azure ai machine-learning data-management distributed-systems microservices rest-apis scalability cost-efficiency
Evolving with AI: Insights from Nylas' Generative AI Journey
31 min

Evolving with AI: Insights from Nylas' Generative AI Journey

MLOps World - MLOps World & Generative AI World 2024
Nadia Rauch
generative-ai ai machine-learning llm large-language-models nylas automation developer-workflow api-development data-annotation model-deployment python
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