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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 Fine Tuning Job Management
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Vibrantlabsai Ragas RAG Evaluation
Principles
- Principle:Huggingface Optimum Task Specific Preprocessing
- Principle:Huggingface Datasets In Place Format Setting
- Principle:Ggml org Ggml SYCL GPU Computation
- Principle:Openai Openai node Client Initialization
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Infiniflow Ragflow Chunk Management
- Principle:Apache Druid Dimension Measure Configuration
- Principle:Zai org CogVideo Temporal Autoencoding
- Principle:Datajuicer Data juicer Data Aggregation
- Principle:Mlc ai Web llm Cosine Similarity Search
Implementations
- Implementation:Langgenius Dify Completion Params
- Implementation:Haosulab ManiSkill PDEEPoseController
- Implementation:Astronomer Astronomer cosmos Aws Eks Operators
- Implementation:Microsoft Playwright SsimStats
- Implementation:SeleniumHQ Selenium OutputType
- Implementation:SeleniumHQ Selenium Closure Testing Mock
- Implementation:Interpretml Interpret PartitionMultiDimensionalFull
- Implementation:Apache Shardingsphere YamlShadowRuleConfiguration Structure
- Implementation:Rapidsai Cuml Sign Flip MG
- Implementation:Webdriverio Webdriverio Cloud Capabilities Config
Heuristics
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
Environments
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Trailofbits Fickling Python Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Intel Ipex llm NPU Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment