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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:Truera Trulens RAG Evaluation With LangChain
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
Principles
- Principle:Dotnet Machinelearning Segment Encoding Optimization
- Principle:Kornia Kornia ONNX Export
- Principle:Alibaba ROLL Rollout Scheduling
- Principle:Interpretml Interpret Data Exploration
- Principle:Ggml org Ggml Quantized Matrix Multiplication
- Principle:Googleapis Python genai Client Initialization
- Principle:Google deepmind Mujoco Inverse Dynamics
- Principle:NVIDIA DALI Pipeline Definition
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
- Principle:Explodinggradients Ragas Metric Baseline Correlation
Implementations
- Implementation:Microsoft Playwright Page Route
- Implementation:Openai Openai node Transcriptions Resource
- Implementation:Tensorflow Serving Retrier
- Implementation:Infiniflow Ragflow GenerateButton Component
- Implementation:Huggingface Peft Get Peft Model
- Implementation:Openai Openai node Conversation Items Resource
- Implementation:Haifengl Smile Neighbor Record API
- Implementation:Turboderp org Exllamav2 ExLlamaV2Sampler Settings
- Implementation:Google deepmind Mujoco Engine Island
- Implementation:Microsoft LoRA Run NER
Heuristics
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
Environments
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Danijar Dreamerv3 JAX CUDA