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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:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Alibaba MNN Model Compression
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:BerriAI Litellm Proxy Server Deployment
Principles
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:TobikoData Sqlmesh Incremental Model Definition
- Principle:Openclaw Openclaw Container Storage Configuration
- Principle:Iterative Dvc Dependency Graph Construction
- Principle:Marker Inc Korea AutoRAG Document Chunking
- Principle:SeldonIO Seldon core Candidate Model Deployment
- Principle:SqueezeAILab ETS Dependency Installation
Implementations
- Implementation:Kornia Kornia Histogram Matching
- Implementation:Kubeflow Pipelines GCP Workload Identity Setup
- Implementation:Hpcaitech ColossalAI RL Example Zero Bubble
- Implementation:ARISE Initiative Robosuite TwoArmEnv Base
- Implementation:Datajuicer Data juicer CalibrateQAMapper Process
- Implementation:Elevenlabs Elevenlabs python HistoryClient
- Implementation:Ray project Ray Buildkite Build Pipeline
- Implementation:Huggingface Diffusers Quantized Pipeline Call
- Implementation:Shiyu coder Kronos CustomKlineDataset Usage
- Implementation:Openai Openai node ChatCompletionStream Class
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
Environments
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Apache Druid Integration Test Docker
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Helicone Helicone Wrangler CLI
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Iterative Dvc Python Runtime