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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:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Haifengl Smile Model Serving Pipeline
Principles
- Principle:Liu00222 Open Prompt Injection Application Assembly
- Principle:Isaac sim IsaacGymEnvs Population Based Training
- Principle:Liu00222 Open Prompt Injection Prompt Localization
- Principle:Duckdb Duckdb FSST String Compression
- Principle:Kubeflow Kubeflow Installation Method Selection
- Principle:NVIDIA NeMo Curator Image Ingestion
- Principle:OpenRLHF OpenRLHF Interactive Model Inference
- Principle:Triton inference server Server TRT LLM Server Launch
- Principle:ARISE Initiative Robomimic Checkpoint Loading
- Principle:Openai CLIP Image Feature Encoding
Implementations
- Implementation:Nightwatchjs Nightwatch Cucumber Runner Config
- Implementation:Apache Kafka GPG Key Validation
- Implementation:Hiyouga LLaMA Factory NPU SwiGLU
- Implementation:Facebookresearch Habitat lab UIElements
- Implementation:Pyro ppl Pyro DCTAdam
- Implementation:Fede1024 Rust rdkafka Metadata Example
- Implementation:Iamhankai Forest of Thought CGDM Get Best Answer
- Implementation:Lance format Lance Java WriteDatasetBuilder
- Implementation:Microsoft Autogen OpenAIChatCompletionClient
- Implementation:Open compass VLMEvalKit VCRBench
Heuristics
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
Environments
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:SeldonIO Seldon core GPU Inference Environment