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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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|---|---|---|
| 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:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Pytorch Serve Large Model Inference
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Alibaba MNN Model Compression
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Apache Druid SQL Query Execution
- Workflow:Tensorflow Tfjs GPT2 Text Generation
Principles
- Principle:Mage ai Mage ai Destination Configuration
- Principle:Haifengl Smile Inference Server Configuration
- Principle:Webdriverio Webdriverio Performance Optimization
- Principle:Online ml River Online Naive Bayes
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:DistrictDataLabs Yellowbrick Joint Plot Analysis
- Principle:Vespa engine Vespa Text Transformation
- Principle:Huggingface Peft Diffusion Model Adaptation
- Principle:Shiyu coder Kronos CSV Finetuning Configuration
- Principle:DataTalksClub Data engineering zoomcamp Kafka Streams Topology
Implementations
- Implementation:Ggml org Llama cpp Common Unicode Header
- Implementation:Openai Openai python Response Input Image Content Param
- Implementation:Pytorch Serve vLLM Engine Config
- Implementation:PacktPublishing LLM Engineers Handbook Save Pretrained Merged
- Implementation:Openai Openai agents python CodeInterpreterTool Pattern
- Implementation:Microsoft Agent framework SequentialBuilder Init
- Implementation:Arize ai Phoenix Pip Install Phoenix Otel
- Implementation:Risingwavelabs Risingwave JdbcDialect Interface
- Implementation:Alibaba MNN Protobuf Unknown Field Set H
- Implementation:Princeton nlp Tree of thought llm Get Task
Heuristics
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Truera Trulens Feedback Score Thresholds
Environments
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Intel Ipex llm RAG LlamaIndex Environment