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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:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Apache Paimon Table Read Write
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Apache Druid Visual Data Exploration
Principles
- Principle:Openai CLIP Contrastive Similarity Prediction
- Principle:Microsoft Semantic kernel Agent Plugin Equipment
- Principle:DataTalksClub Data engineering zoomcamp Dbt Marts Layer
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:Haosulab ManiSkill Sim2Real Policy Training
- Principle:Apache Airflow Executor Dispatch
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Vespa engine Vespa Linguistics Span Tree Cleanup
- Principle:NVIDIA TransformerEngine Drop In Linear Replacement
- Principle:Zai org CogVideo Caption Generation
Implementations
- Implementation:Speechbrain Speechbrain Train AISHELL1 Seq2Seq
- Implementation:ClickHouse ClickHouse Clickhouse Test Runner
- Implementation:Google deepmind Mujoco Engine Collision SDF
- Implementation:Princeton nlp SimPO Get Tokenizer and Model Config
- Implementation:Speechbrain Speechbrain InterpreterBrain
- Implementation:Apache Druid Json Completion Engine
- Implementation:Fastai Fastbook Lr Find
- Implementation:Isaac sim IsaacGymEnvs DR Utils Random Samples
- Implementation:Langchain ai Langgraph Pregel Get State
- Implementation:Openai Evals Registry Make Completion Fn
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
Environments
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Openai Evals OpenAI API Configuration
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing