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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:Langchain ai Langgraph Human in the Loop Agent
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:DistrictDataLabs Yellowbrick RadViz Visualization
- Principle:Open compass VLMEvalKit Model Registration
- Principle:Google research Deduplicate text datasets TFDS Deduplication Application
- Principle:Truera Trulens Context Filter Guardrail
- Principle:Datahub project Datahub Event Filtering
- Principle:NVIDIA DALI Image Decoding
- Principle:Mage ai Mage ai API Stream Discovery
- Principle:Eventual Inc Daft Data Preprocessing Download
- Principle:VainF Torch Pruning Dependency Graph Representation
- Principle:Zai org CogVideo DDIM Video Export
Implementations
- Implementation:Facebookresearch Habitat lab ArticulatedAgentInterface
- Implementation:Openai Openai node Beta Threads Runs
- Implementation:Bentoml BentoML Bentoml Service Decorator
- Implementation:Togethercomputer Together python Transcriptions Create
- Implementation:ClickHouse ClickHouse Scope Guard
- Implementation:Ollama Ollama Llama Model Header
- Implementation:Open compass VLMEvalKit SArena Mini Utils
- Implementation:Eventual Inc Daft Daft Func Batch
- Implementation:InternLM Lmdeploy Pipeline Call
- Implementation:Apache Paimon DeletionVector
Heuristics
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
Environments
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Vllm project Vllm Benchmarks
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:CarperAI Trlx NeMo Megatron