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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:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Openai Openai python Image Generation
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:HKUDS AI Trader End to End US Stock Trading
Principles
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Alibaba MNN Operator Fusion Codegen
- Principle:Elevenlabs Elevenlabs python Client Tools Registration
- Principle:Farama Foundation Gymnasium Reproducible Seeding
- Principle:HKUDS AI Trader Crypto Data Fetching
- Principle:EvolvingLMMs Lab Lmms eval SGLang Acceleration
- Principle:Iterative Dvc Experiment Tracking
- Principle:Fede1024 Rust rdkafka Custom Client Context
- Principle:Bigscience workshop Petals Model Evaluation
- Principle:Googleapis Python genai History Management
Implementations
- Implementation:Avdvg InjectGuard CSVLoader Load
- Implementation:Pyro ppl Pyro PackedTensor
- Implementation:NVIDIA NeMo Curator TransNetV2Model
- Implementation:Avhz RustQuant StochasticProcess generate
- Implementation:Roboflow Rf detr RFDETR Init
- Implementation:Elevenlabs Elevenlabs python UnitTestSummaryResponseModel
- Implementation:Google deepmind Dm control Reference Pose Rewards
- Implementation:Openclaw Openclaw ResolveAgentRoute
- Implementation:Ggml org Llama cpp Jinja Caps
- Implementation:Langfuse Langfuse GetDatabaseReadStream
Heuristics
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
Environments
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Protectai Modelscan H5py Optional
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Pola rs Polars Rust Build Environment