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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 Flink File Source Pipeline
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
Principles
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:PeterL1n BackgroundMattingV2 ONNX export
- Principle:Helicone Helicone Application Services
- Principle:Zai org CogVideo SAT Environment Setup
- Principle:Mlc ai Mlc llm Preemption Recovery
- Principle:LaurentMazare Tch rs MNIST Dataset Loading
- Principle:Mlc ai Mlc llm Model Library Compilation
- Principle:Eventual Inc Daft SQL Query Execution
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:Apache Airflow DAG Definition
Implementations
- Implementation:Iterative Dvc Output Save
- Implementation:Infiniflow Ragflow Connection Utils
- Implementation:CARLA simulator Carla Manage Traffic Light Tool
- Implementation:Microsoft Playwright Codegen CLI
- Implementation:Microsoft Playwright CrExecutionContext
- Implementation:Axolotl ai cloud Axolotl ModelLoader Load Multimodal
- Implementation:Nightwatchjs Nightwatch Extension Invocation Pattern
- Implementation:NVIDIA TransformerEngine Userbuffers Header
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFace Load Dataset
- Implementation:Promptfoo Promptfoo Tsdown Build Config
Heuristics
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
Environments
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Vllm project Vllm CUDA Runtime
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Sgl project Sglang Prometheus