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1,118
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:Neuml Txtai Model Training
- Workflow:Wandb Weave Tracing Setup
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
Principles
- Principle:Huggingface Optimum Parallel Layer Annotation
- Principle:Langchain ai Langgraph Docker Deployment
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:Astronomer Astronomer cosmos Graph Entity Model
- Principle:Pytorch Serve Text Classification
- Principle:Alibaba ROLL Policy Gradient Optimization
- Principle:Apache Beam Pipeline Translation
- Principle:Neuml Txtai Text Extraction
- Principle:Farama Foundation Gymnasium Video Recording
- Principle:Rapidsai Cuml Time Series Forecasting
Implementations
- Implementation:Spotify Luigi KubernetesJobTask
- Implementation:PrefectHQ Prefect Create Markdown Artifact
- Implementation:Speechbrain Speechbrain DynamicItemDataset From Csv
- Implementation:ARISE Initiative Robosuite PotWithHandles
- Implementation:Mlc ai Mlc llm Request State Impl
- Implementation:Arize ai Phoenix Client Executors
- Implementation:CrewAIInc CrewAI AI Mind Tool
- Implementation:Langgenius Dify ESLint Suppressions
- Implementation:ClickHouse ClickHouse BorrowedObjectPool
- Implementation:Ollama Ollama Mtmd API
Heuristics
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
Environments
- Environment:Tencent Ncnn Build Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Mistralai Client python Agents Environment