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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:Apache Spark Application Submission
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:Protectai Modelscan Scanner Plugin Architecture
- Principle:Apache Paimon Atomic Commit
- Principle:NVIDIA DALI Image Resize Augmentation
- Principle:Pyro ppl Pyro Robust Likelihood Functions
- Principle:Infiniflow Ragflow Agent Execution
- Principle:Eric mitchell Direct preference optimization Tokenization
- Principle:Speechbrain Speechbrain GAN Based Enhancement Training
- Principle:Interpretml Interpret Model Finalization After Merge
- Principle:Nightwatchjs Nightwatch Component Test Authoring
- Principle:Apache Dolphinscheduler Workflow Engine Orchestration
Implementations
- Implementation:Mlc ai Web llm Prebuilt App Config
- Implementation:Wandb Weave Implicit Patch
- Implementation:Tensorflow Tfjs Exports Regularizers
- Implementation:Alibaba MNN FlatBuffers gRPC Header
- Implementation:Kserve Kserve DeepSeek R1 PD DeepEP Pplx Sample
- Implementation:Langchain ai Langchain Langchain Classic Init
- Implementation:CrewAIInc CrewAI YouTube Video Search Tool
- Implementation:Microsoft Agent framework Pyproject Workspace Configuration
- Implementation:Huggingface Datatrove BaseMediaFilter
- Implementation:Ollama Ollama Convert Qwen3Next
Heuristics
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
Environments
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Apache Kafka Release Toolchain Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Vllm project Vllm AMD ROCm
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Microsoft Playwright Browser Binaries Environment