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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:Predibase Lorax Structured JSON Output
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Mistralai Client python Chat Completion
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Dagster io Dagster Dbt Integration
Principles
- Principle:Helicone Helicone Proxy Interception
- Principle:Deepspeedai DeepSpeed Pipeline Layer Specification
- Principle:Hiyouga LLaMA Factory Shifted Sparse Attention
- Principle:ArroyoSystems Arroyo Checkpoint Coordination
- Principle:Kserve Kserve Batch Inference
- Principle:FlagOpen FlagEmbedding IR Metrics Computation
- Principle:Langchain ai Langchain Tool Binding
- Principle:Datajuicer Data juicer Statistics Computation
- Principle:Ucbepic Docetl Pipeline Optimization Search
- Principle:ContextualAI HALOs Iterative Alignment Loop
Implementations
- Implementation:Langfuse Langfuse Observations Repository
- Implementation:Sktime Pytorch forecasting EncoderDecoderTimeSeriesDataModule
- Implementation:Microsoft LoRA WebNLG Train Dataset
- Implementation:Apache Flink CompactorOperator NotifyCheckpointComplete
- Implementation:Puppeteer Puppeteer Common Util
- Implementation:ArroyoSystems Arroyo Proto Schema Converter
- Implementation:OpenHands OpenHands Tabs
- Implementation:EvolvingLMMs Lab Lmms eval JMMMU Utils
- Implementation:Online ml River Optim AMSGrad
- Implementation:DevExpress Testcafe ClientFunction TypeDefs
Heuristics
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
Environments
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Apache Shardingsphere Etcd Cluster Coordination