Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training
22 min

Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training

MLOps World - MLOps World & Generative AI World 2024
Susrutha Gongalla
recommender-systems distributed-training data-parallelism stitch-fix machine-learning pytorch gpu-computing model-training deep-learning scalability python
Finding training inefficiencies with CentML DeepView
41 min

Finding training inefficiencies with CentML DeepView

MLOps World - MLOps World & Generative AI World 2024
Yubo Gao
visual-profiler training-throughput batch-size mixed-precision tensor-cores flash-attention deep-learning machine-learning performance-optimization profiling gpu-utilization pytorch tensorflow model-deployment cost-optimization energy-efficiency
From Black Box to Glass Box: Interpreting your Model
29 min

From Black Box to Glass Box: Interpreting your Model

MLOps World - MLOps World & Generative AI World 2024
Zachary Carrico
model-interpretability saliency-maps shap grad-cam activation-maximization bias-reduction machine-learning deep-learning neural-networks mlops computer-vision
Fast Data Loading for Deep Learning Workloads with LakeFS Mount
30 min

Fast Data Loading for Deep Learning Workloads with LakeFS Mount

MLOps World - MLOps World & Generative AI World 2024
Amit Kesarwani
data-versioning lakefs data-loading git-like data-consistency data-lake deep-learning mlops data-management object-storage data-pipelines tensorflow
From Black Box to Mission Critical: Implementing Advanced AI Explainability and Alignment in FSIs
59 min

From Black Box to Mission Critical: Implementing Advanced AI Explainability and Alignment in FSIs

MLOps World - MLOps World & Generative AI World 2024
Vinay Kumar Sankarapu
ai-explainability ai-alignment financial-services fsi model-monitoring ai artificial-intelligence explainable-ai xai machine-learning mlops risk-management deep-learning
Hemm: Holistic Evaluation of Multimodal Generative Models
1h 1m

Hemm: Holistic Evaluation of Multimodal Generative Models

MLOps World - MLOps World & Generative AI World 2024
Anish Shah
multimodal-generative-models text-to-image-diffusion-models image-quality prompt-comprehension weights-and-biases holistic-evaluation experiment-tracking llm-applications benchmarking fine-tuning deep-learning machine-learning
LeRobot: Democratizing Robotics
45 min

LeRobot: Democratizing Robotics

MLOps World - MLOps World & Generative AI World 2024
Remi Cadene
humanoid-robotics robot-arms diff-models transformers robotics generative-ai deep-learning python open-source ai llm
Memory Optimizations for Machine Learning
32 min

Memory Optimizations for Machine Learning

MLOps World - MLOps World & Generative AI World 2024
Tejas Chopra
model-pruning neural-networks cpu data-quantization machine-learning llm memory-optimization quantization inference deep-learning transformer-models gpu
Open-Ended and AI Generating Algorithms in the Era of Foundation Models
46 min

Open-Ended and AI Generating Algorithms in the Era of Foundation Models

MLOps World - MLOps World & Generative AI World 2024
Jeff Clune
foundation-models quality-diversity open-ended-algorithms ai-generating-algorithms evolutionary-algorithms algorithmic-innovation artificial-intelligence machine-learning large-language-models reinforcement-learning deep-learning generative-ai
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
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
Approaches to Fairness and Bias Mitigation in Natural Language Processing
31 min

Approaches to Fairness and Bias Mitigation in Natural Language Processing

PyCon - PyCon US 2023
Angana Borah
natural-language-processing nlp bias-mitigation machine-learning ai deep-learning transformer-models bert gpt ai-ethics