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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:Apache Hudi Docker Demo Setup
- Workflow:Groq Groq python Chat Completion
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Apache Druid Batch Data Ingestion
Principles
- Principle:PeterL1n BackgroundMattingV2 ONNX validation
- Principle:Apache Hudi Data Reading And Processing
- Principle:Pola rs Polars Input Data Preparation
- Principle:Googleapis Python genai Generation Configuration
- Principle:Mit han lab Llm awq Pseudo Quantization
- Principle:Mlc ai Mlc llm Mobile Build Environment
- Principle:Apache Hudi Schema Compatibility Verification
- Principle:Alibaba ROLL SFT Validation
- Principle:OpenRLHF OpenRLHF Process Reward Model Training
- Principle:Open compass VLMEvalKit VLM Adapter Pattern
Implementations
- Implementation:Openai Openai python Fine Tuned Model Inference
- Implementation:Norrrrrrr lyn WAInjectBench try wrap lora
- Implementation:Ollama Ollama Llama Chat
- Implementation:Elevenlabs Elevenlabs python OutboundSipTrunkConfigRequestModel
- Implementation:NVIDIA TransformerEngine Userbuffers Header
- Implementation:Microsoft Onnxruntime CPU ActivationsGrad
- Implementation:Groq Groq python ChatCompletionMessageParam
- Implementation:Microsoft Autogen OpenAIChatCompletionClient
- Implementation:Triton inference server Server GenQaImplicitModels
- Implementation:Deepspeedai DeepSpeed PipelineModule Init
Heuristics
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Lance format Lance Encoding Compression Thresholds
Environments
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Apache Beam Java Build Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Haosulab ManiSkill GPU CUDA Simulation