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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:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Princeton nlp SimPO On Policy Data Generation
Principles
- Principle:FlagOpen FlagEmbedding Finetuned Embedder Validation
- Principle:Intel Ipex llm LoRA Adapter Injection QLoRA
- Principle:Scikit learn Scikit learn Cluster Evaluation
- Principle:Huggingface Datatrove Token File Merging
- Principle:Alibaba ROLL Vocabulary Parallel Computation
- Principle:NVIDIA DALI Pipeline Validation
- Principle:FMInference FlexLLMGen Offloading Policy Configuration
- Principle:Ucbepic Docetl Pipeline Assembly And Execution
- Principle:Huggingface Diffusers Weight Mapping
- Principle:Trailofbits Fickling Pickle Scanner Benchmarking
Implementations
- Implementation:Facebookresearch Habitat lab HITL HydraUtils
- Implementation:Recommenders team Recommenders NCF Init And Fit
- Implementation:Astronomer Astronomer cosmos StarRocksUserPasswordProfileMapping
- Implementation:Microsoft Playwright Client HarRouter
- Implementation:FlowiseAI Flowise RunAgain
- Implementation:Huggingface Peft Bi Encoder Cosine Loss
- Implementation:FlowiseAI Flowise DatasetItems
- Implementation:Ray project Ray Build Wheel Scripts
- Implementation:PrefectHQ Prefect Fetch Page Task
- Implementation:Langchain ai Langgraph Config Graph Paths
Heuristics
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
Environments
- Environment:CARLA simulator Carla Python API Runtime
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Apache Airflow Docker Container Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Lance format Lance Rust Toolchain
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment