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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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| Category | Description | Browse |
|---|---|---|
| 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:Ray project Ray Build and Release Pipeline
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Openai Evals Running an eval set
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Vespa engine Vespa Logging framework initialization
Principles
- Principle:Duckdb Duckdb Quantile Estimation
- Principle:Huggingface Alignment handbook Odds Ratio Preference Optimization
- Principle:Online ml River Streaming Silhouette
- Principle:DistrictDataLabs Yellowbrick Visualization Rendering
- Principle:Huggingface Diffusers DreamBooth Export
- Principle:Sdv dev SDV Fixed Combinations Constraint
- Principle:Shiyu coder Kronos Autoregressive Token Generation
- Principle:Intel Ipex llm GaLore Gradient Projection
- Principle:Ggml org Llama cpp Computation Graph Building
- Principle:Kubeflow Kubeflow Release Tagging
Implementations
- Implementation:NVIDIA NeMo Curator BucketsToEdgesStage
- Implementation:Lance format Lance NamespaceError
- Implementation:Openai Openai python Eval Update Response
- Implementation:Sdv dev SDV DayZSynthesizer Multi Table
- Implementation:Eventual Inc Daft Read Deltalake
- Implementation:Open compass VLMEvalKit XGenMM
- Implementation:Predibase Lorax Flash Mistral Modeling
- Implementation:Google deepmind Dm control Reference Pose Tracking
- Implementation:Bigscience workshop Petals AutoTokenizer From Pretrained
- Implementation:Elevenlabs Elevenlabs python StreamingAudioChunkWithTimestampsAndVoiceSegmentsResponseModel
Heuristics
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Microsoft LoRA LoRA Rank Selection
Environments
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration