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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:Langgenius Dify Visual Workflow Builder
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:Princeton nlp SimPO Environment Setup
- Principle:Tensorflow Serving Thread Pool Management
- Principle:LaurentMazare Tch rs Pretrained Model Instantiation
- Principle:Deepspeedai DeepSpeed SP Engine Init
- Principle:CarperAI Trlx SFT Configuration
- Principle:Fastai Fastbook Backpropagation
- Principle:Microsoft LoRA Low Rank Layer Replacement
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Allenai Open instruct DPO Training
- Principle:Pola rs Polars Temporal Data Parsing
Implementations
- Implementation:Spotify Luigi BigQueryLoadAvro
- Implementation:Kserve Kserve RFModel AIX MNIST
- Implementation:Farama Foundation Gymnasium InvertedDoublePendulumEnv V5
- Implementation:Elevenlabs Elevenlabs python Alignment
- Implementation:Farama Foundation Gymnasium Passive Env Checker
- Implementation:Togethercomputer Together python Voices List
- Implementation:Apache Spark Gen Sql Api Docs
- Implementation:Interpretml Interpret LogLossMulticlassObjective
- Implementation:Facebookresearch Audiocraft LoudnessLoss
- Implementation:Diagram of thought Diagram of thought LLM Response Capture
Heuristics
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
Environments
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment