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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:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Groq Groq python Audio Transcription
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Microsoft Playwright Trace recording and debugging
Principles
- Principle:Huggingface Optimum GPTQ Quantizer Configuration
- Principle:Dagster io Dagster Run Configuration
- Principle:Astronomer Astronomer cosmos Render Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Diagnostics
- Principle:Trailofbits Fickling ML Allowlist Unpickling
- Principle:Microsoft DeepSpeedExamples LoRA Fusion And Export
- Principle:TobikoData Sqlmesh Web UI
- Principle:Kserve Kserve CRD Schema Validation
- Principle:Ggml org Llama cpp Conversion Quality Verification
- Principle:Pytorch Serve Inference Pipeline
Implementations
- Implementation:Googleapis Python genai Part From Function Response
- Implementation:Google deepmind Mujoco mj step
- Implementation:Microsoft Playwright ImageChannel
- Implementation:CarperAI Trlx NeMo PPO Model
- Implementation:Interpretml Interpret Powerlift TaskMeasures
- Implementation:Ggml org Llama cpp Grammar
- Implementation:Helicone Helicone Result Type
- Implementation:Datajuicer Data juicer ExpandMacroMapper
- Implementation:Romsto Speculative Decoding NGramStorage
- Implementation:Romsto Speculative Decoding Speculative Generate Encoder Decoder
Heuristics
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Datajuicer Data juicer Partition Size Tuning
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Apache Flink Java Build Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner