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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:Haotian liu LLaVA LoRA Finetuning
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Dagster io Dagster ML Pipeline
Principles
- Principle:Openai Openai python Fine Tuned Model Usage
- Principle:Mlc ai Web llm Tool Execution Loop
- Principle:NVIDIA TransformerEngine Drop In LayerNorm Replacement
- Principle:Microsoft Autogen Playground Testing
- Principle:Scikit learn contrib Imbalanced learn Sampler Aware Pipeline
- Principle:DataTalksClub Data engineering zoomcamp Kafka Custom Serialization
- Principle:Mlflow Mlflow Model Loading
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:Ollama Ollama KVCache Encoder Caching
- Principle:Guardrails ai Guardrails Custom Validator Integration
Implementations
- Implementation:FlowiseAI Flowise CredentialListDialog
- Implementation:Langfuse Langfuse GetDatabaseReadStream
- Implementation:Kserve Kserve HuggingFace Multinode Runtime
- Implementation:Microsoft DeepSpeedExamples BingBert TuringDataset
- Implementation:Zai org CogVideo Trainer Train
- Implementation:LMCache LMCache Multiprocess Protocol
- Implementation:Fede1024 Rust rdkafka AsyncStdRuntime Adapter
- Implementation:Cleanlab Cleanlab Segmentation Find Label Issues
- Implementation:Norrrrrrr lyn WAInjectBench JSONL Text Data Schema
- Implementation:Google deepmind Mujoco MJWarp Collision SDF
Heuristics
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Openai Openai python Timeout Connection Defaults
Environments
- Environment:Trailofbits Fickling Python Runtime
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Lm sys FastChat SFT Training Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Kserve Kserve GPU Accelerator
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Pyro ppl Pyro Funsor Backend