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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:Mistralai Client python OCR Document Processing
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Iterative Dvc Data Tracking
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
Principles
- Principle:Nautechsystems Nautilus trader Data Event Handling
- Principle:Pytorch Serve vLLM Model Configuration
- Principle:Iterative Dvc Data Index Update
- Principle:Cohere ai Cohere python Streaming Chat Request
- Principle:Mistralai Client python GCP Client Initialization
- Principle:Microsoft Onnxruntime Checkpoint Loading
- Principle:Sdv dev SDV Fixed Combinations Constraint
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:FMInference FlexLLMGen Learning Rate Scheduling
- Principle:Liu00222 Open Prompt Injection Prompt Localization
Implementations
- Implementation:Datahub project Datahub Java SDK V2 Examples
- Implementation:SeldonIO Seldon core Seldon Model CRD Explainer
- Implementation:Mage ai Mage ai GitHub Issue Events Schema
- Implementation:Zai org CogVideo Get Video Frames
- Implementation:Axolotl ai cloud Axolotl Generate Config Docs
- Implementation:Predibase Lorax Client Init
- Implementation:SeldonIO Seldon core Seldon Pipeline Load
- Implementation:Neuml Txtai Embeddings Search
- Implementation:Speechbrain Speechbrain Train IWSLT22 W2V mBART
- Implementation:Sail sg LongSpec Benchmark Eval Script
Heuristics
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Bentoml BentoML Platform Serving Caveats
Environments
- Environment:Dagster io Dagster GRPC Communication
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Sgl project Sglang CUDA GPU Runtime