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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:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Apache Hudi Flink MOR Compaction
Principles
- Principle:Ggml org Llama cpp Base64 Encoding
- Principle:Iterative Dvc Experiment Pipeline Execution
- Principle:Bitsandbytes foundation Bitsandbytes CPU SIMD Dequantization
- Principle:Duckdb Duckdb Benchmark Build Configuration
- Principle:Huggingface Datasets PyTorch DataLoader Integration
- Principle:Microsoft LoRA Low Rank Layer Replacement
- Principle:NVIDIA NeMo Curator Bucket to Edge Conversion
- Principle:Apache Airflow Branch Preparation
- Principle:Openai Evals Eval Progress Tracking
- Principle:OpenGVLab InternVL Vision Language Model Loading
Implementations
- Implementation:Lm sys FastChat Vision Image
- Implementation:Apache Druid ParseTimeTable
- Implementation:Haifengl Smile InferenceService Setup
- Implementation:Fede1024 Rust rdkafka BorrowedMessage Detach
- Implementation:Deepspeedai DeepSpeed IO Handle Interface
- Implementation:Scikit learn Scikit learn BenchPlotRandomizedSVD
- Implementation:Facebookresearch Audiocraft MusicGen prepare tokens and attributes
- Implementation:Datajuicer Data juicer RangeSpecifiedFieldSelector
- Implementation:CarperAI Trlx Reward Function Interface
- Implementation:Mit han lab Llm awq NVILAQwen2
Heuristics
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Pola rs Polars Rust Build Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:NVIDIA NeMo Curator Video Codec Stack