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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:Openai Openai python Chat Completion
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
Principles
- Principle:Recommenders team Recommenders Data Loading MovieLens Pandas
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Eric mitchell Direct preference optimization Training Loop
- Principle:Infiniflow Ragflow Agent Execution
- Principle:CARLA simulator Carla Autopilot Mode
- Principle:Spotify Luigi Dependency Analysis
- Principle:EvolvingLMMs Lab Lmms eval Server Launch
- Principle:Ucbepic Docetl Chunk Result Reduction
- Principle:Google deepmind Mujoco Pipeline Architecture
- Principle:Risingwavelabs Risingwave Sink Connector Framework
Implementations
- Implementation:Lance format Lance SessionCaches
- Implementation:Vllm project Vllm RequestOutput LoRA Access
- Implementation:Astronomer Astronomer cosmos Cosmos Plugin
- Implementation:DataTalksClub Data engineering zoomcamp Confluent CSV Producer
- Implementation:Apache Shardingsphere ShadowTableHintDataSourceMappingsRetriever Retrieve
- Implementation:Scikit learn Scikit learn LabelEncoder
- Implementation:Pyro ppl Pyro SearchInference
- Implementation:Eventual Inc Daft DataFrame Write Deltalake
- Implementation:Vibrantlabsai Ragas FewShotPydanticPrompt
- Implementation:Interpretml Interpret Harmonize Tensor
Heuristics
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
Environments
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Intel Ipex llm RAG LangChain Environment