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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 Shardingsphere Metadata DDL Refresh
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Dotnet Machinelearning Text Classification
Principles
- Principle:Ucbepic Docetl Deterministic Code Operations
- Principle:Tencent Ncnn Non Maximum Suppression
- Principle:NVIDIA DALI TensorFlow Dataset Integration
- Principle:Groq Groq python Streaming Request Execution
- Principle:Evidentlyai Evidently Report Execution
- Principle:Tensorflow Serving Bundle Factory Configuration
- Principle:Huggingface Open r1 Synthetic Data Generation
- Principle:Triton inference server Server Copyright Management
- Principle:NVIDIA NeMo Aligner Supervised Training Loop
- Principle:Protectai Llm guard Topic Filtering
Implementations
- Implementation:Pyro ppl Pyro TraceTMC ELBO
- Implementation:Gretelai Gretel synthetics DataFrameBatch Batches To Df
- Implementation:Turboderp org Exllamav2 PromptFormat Interface
- Implementation:Puppeteer Puppeteer WaitTask
- Implementation:Huggingface Peft FourierFTConfig
- Implementation:Ollama Ollama Llama Batch
- Implementation:Mage ai Mage ai Google Ads Sync
- Implementation:Speechbrain Speechbrain Prepare Switchboard Tokenizer
- Implementation:CARLA simulator Carla Show Topology Tool
- Implementation:Microsoft LoRA LoRA Layers
Heuristics
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
Environments
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Pola rs Polars Python Runtime Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Evidentlyai Evidently Spark Engine Environment