Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Apache Flink File Source Pipeline
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Neuml Txtai API Deployment
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Recommenders team Recommenders News Recommendation NRMS
Principles
- Principle:DataTalksClub Data engineering zoomcamp Kafka Streams Topology
- Principle:LaurentMazare Tch rs Custom Optimizer Integration
- Principle:Microsoft Agent framework Declarative Tool Binding
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:Cleanlab Cleanlab CIFAR CNN Architecture
- Principle:Evidentlyai Evidently Project Configuration
- Principle:Huggingface Optimum Accelerated Pipeline Configuration
- Principle:Webdriverio Webdriverio ESLint Rules
- Principle:Kornia Kornia Local Feature Detection
- Principle:NVIDIA NeMo Curator Fuzzy Duplicate Identification
Implementations
- Implementation:Isaac sim IsaacGymEnvs PBT Slurm Backend
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallParameterEval
- Implementation:Infiniflow Ragflow Agent Options
- Implementation:OpenGVLab InternVL Classification Config
- Implementation:Deepspeedai DeepSpeed HybridEngine Train Step
- Implementation:CARLA simulator Carla Python Snapshot Bindings
- Implementation:Speechbrain Speechbrain Separation Save Results
- Implementation:FlowiseAI Flowise GetAllNodes
- Implementation:Ggml org Ggml Sycl rope
- Implementation:Lm sys FastChat Elo Analysis
Heuristics
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:LMCache LMCache Health Monitor Thresholds
Environments
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Langgenius Dify Vector Database Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Datajuicer Data juicer Python Runtime Environment