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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:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Fastai Fastbook Image Classification
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:PrefectHQ Prefect API Sourced ETL
Principles
- Principle:Deepset ai Haystack Retrieval Recall Evaluation
- Principle:OpenGVLab InternVL Length Grouped Sampling
- Principle:Confident ai Deepeval Batch Evaluation Execution
- Principle:Alibaba MNN Dynamic Quantization
- Principle:Huggingface Datatrove Dataset Integrity Validation
- Principle:Astronomer Astronomer cosmos Operator Arguments Configuration
- Principle:Allenai Open instruct Hyperparameter Search
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:Alibaba ROLL MCoreAdapter Training Configuration
- Principle:Apache Spark Standalone Job Submission
Implementations
- Implementation:Tencent Ncnn Extractor Input And Extract
- Implementation:ArroyoSystems Arroyo Schema Resolver
- Implementation:OpenRLHF OpenRLHF ProcessRewardDataset init
- Implementation:Open compass VLMEvalKit MEGABench Program Judge
- Implementation:Langfuse Langfuse Observations Repository
- Implementation:Recommenders team Recommenders EmbDotBias Training
- Implementation:Allenai Open instruct Pack Sequences
- Implementation:HKUDS AI Trader Generate Cache For Market
- Implementation:Evidentlyai Evidently Grafana Dashboard Config
- Implementation:TA Lib Ta lib python Generate Stream
Heuristics
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
Environments
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Allenai Open instruct Docker Container
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Togethercomputer Together python Python SDK Runtime