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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.
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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:Getgauge Taiko Gauge Integration Testing
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Avhz RustQuant Analytic Option Pricing
Principles
- Principle:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Principle:Huggingface Optimum Model Symbolic Tracing
- Principle:Googleapis Python genai Pagination
- Principle:Nightwatchjs Nightwatch Session Cleanup
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Iterative Dvc Data Comparison
- Principle:Roboflow Rf detr Finetuned Model Loading
- Principle:Scikit learn Scikit learn KFold Splitting
- Principle:AUTOMATIC1111 Stable diffusion webui Weight interpolation methods
- Principle:Explodinggradients Ragas Agent Definition Interface
Implementations
- Implementation:Datajuicer Data juicer DiversityAnalysis
- Implementation:Predibase Lorax Flash NeoX Modeling
- Implementation:Ray project Ray Ray Init
- Implementation:FlowiseAI Flowise Models Registry
- Implementation:VainF Torch Pruning GrowingRegPruner
- Implementation:Huggingface Diffusers Check Repo Quality
- Implementation:Astronomer Astronomer cosmos MemoryTracker
- Implementation:Wandb Weave Bump Version Release
- Implementation:Apache Airflow Post Release Tooling
- Implementation:Scikit learn Scikit learn EllipticEnvelope
Heuristics
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
Environments
- Environment:Openai CLIP Python Dependencies
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Ollama Ollama Go Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Apache Flink Java Build Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Promptfoo Promptfoo SQLite Database