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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:DistrictDataLabs Yellowbrick Decision Boundary Visualization
- Principle:Apache Spark YARN Web Proxy Security
- Principle:NVIDIA DALI Image Resize
- Principle:Huggingface Diffusers Weight Mapping
- Principle:Tensorflow Serving HTTP Server Setup
- Principle:Huggingface Peft AdaLoRA Rank Allocation
- Principle:Openai Evals Result Recording
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:Ggml org Llama cpp Chat Completions
- Principle:Zai org CogVideo I2V Video Export
Implementations
- Implementation:NVIDIA DALI EXIF Parser
- Implementation:CARLA simulator Carla Road Interface
- Implementation:Mlc ai Mlc llm Quantization Utils
- Implementation:Open compass VLMEvalKit MLVU
- Implementation:OpenHands OpenHands JiraIntegrationStore
- Implementation:Ucbepic Docetl UseDecomposeWebSocket
- Implementation:Openclaw Openclaw ResolveStateDir
- Implementation:Explodinggradients Ragas DemonstrationConfig And InstructionConfig
- Implementation:Ucbepic Docetl LinkResolveOperation Execute
- Implementation:TobikoData Sqlmesh Model Environment
Heuristics
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
Environments
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Princeton nlp SimPO CUDA Training
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Openai Whisper PyTorch CUDA
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing