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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:Openai Openai python Fine Tuning Job Management
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Sdv dev SDV Data quality evaluation
Principles
- Principle:Duckdb Duckdb Brotli Compression
- Principle:Mlflow Mlflow Documentation Site Configuration
- Principle:Alibaba ROLL LoRA Checkpoint Merging
- Principle:Deepseek ai Janus Autoregressive VQ Token Generation
- Principle:CarperAI Trlx RL Data Structures
- Principle:Liu00222 Open Prompt Injection Binary Search Localization
- Principle:Webdriverio Webdriverio TypeScript Type Safety
- Principle:Huggingface Datasets CSV Export
- Principle:ChenghaoMou Text dedup SimHash Fingerprinting
- Principle:Google deepmind Mujoco Constraint Solver
Implementations
- Implementation:Langfuse Langfuse DatasetRunItemUpsertQueue
- Implementation:Open compass VLMEvalKit Generate Inner
- Implementation:Microsoft LoRA Run XNLI
- Implementation:Iterative Dvc SingleStageFile Dump
- Implementation:Elevenlabs Elevenlabs python WebhooksClient
- Implementation:Huggingface Diffusers ControlNet Pipeline Call
- Implementation:Testtimescaling Testtimescaling github io Json Dump Shields Badge
- Implementation:Deepspeedai DeepSpeed GDS Op
- Implementation:Microsoft Playwright Server BrowserContext
- Implementation:Huggingface Transformers Create Packed Sequences
Heuristics
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Mlflow Mlflow MLflow Server Environment