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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:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Webdriverio Webdriverio Cloud Service Integration
Principles
- Principle:Scikit learn contrib Imbalanced learn Value Difference Metric
- Principle:Apache Shardingsphere YAML Configuration Definition
- Principle:Ollama Ollama GGUF Model Conversion Mistral Causal
- Principle:Bigscience workshop Petals Chatbot Model Loading
- Principle:Ollama Ollama KVCache Encoder Caching
- Principle:Mlc ai Web llm Chat Inference
- Principle:Scikit learn Scikit learn Parameter Space Definition
- Principle:Scikit learn Scikit learn Regression Metrics
- Principle:DevExpress Testcafe Element Selection
- Principle:Datajuicer Data juicer Configuration Initialization
Implementations
- Implementation:LMCache LMCache Mooncake Lookup Client
- Implementation:MaterializeInc Materialize Cargo Workspace Config
- Implementation:Webdriverio Webdriverio XPath SelectorBuilder
- Implementation:Huggingface Transformers Setup Py
- Implementation:Allenai Open instruct AutoModelForCausalLM From Pretrained
- Implementation:Alibaba MNN MNN Low Memory Runtime
- Implementation:Microsoft Playwright GenerateCode
- Implementation:Facebookresearch Habitat lab Agent ABC
- Implementation:ThreeSR Awesome Inference Time Scaling Format Paper Info Function
- Implementation:NVIDIA DALI Train Function PyTorch
Heuristics
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
Environments
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Triton inference server Server Docker Container Build
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Iterative Dvc Remote Storage Backends