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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:Run llama Llama index Data Ingestion Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:CARLA simulator Carla Simulation Recording and Replay
Principles
- Principle:Pytorch Serve vLLM Model Configuration
- Principle:Fastai Fastbook Neural Collaborative Filtering
- Principle:Ggml org Llama cpp Embedding Normalization
- Principle:Huggingface Trl PEFT LoRA Configuration SFT
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:LLMBook zh LLMBook zh github io Loss Masking Tokenization
- Principle:Microsoft Playwright Identify Interception Targets
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:Langchain ai Langgraph Type System
Implementations
- Implementation:Kserve Kserve Component ISVC Deployment
- Implementation:TobikoData Sqlmesh SearchList
- Implementation:NVIDIA NeMo Aligner MegatronSDXL DRaFTP Model
- Implementation:Alibaba MNN Protobuf Descriptor PB H
- Implementation:Evidentlyai Evidently Legacy Widget Models
- Implementation:Volcengine Verl Compute GRPO Outcome Advantage
- Implementation:Haosulab ManiSkill ActorBuilder TableSceneBuilder
- Implementation:Mage ai Mage ai Docs Site Configuration
- Implementation:Microsoft Agent framework WorkflowContext Request Info
- Implementation:Promptfoo Promptfoo loadApiProvider
Heuristics
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
Environments
- Environment:CarperAI Trlx Python Accelerate
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Intel Ipex llm Build Environment
- Environment:Truera Trulens LangChain LangGraph Environment