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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:Avhz RustQuant Model Calibration
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Neuml Txtai Model Training
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Mistralai Client python Chat Completion
- Workflow:CARLA simulator Carla Building from Source
Principles
- Principle:Huggingface Diffusers Weight Mapping
- Principle:Treeverse LakeFS WebUI Dependency Management
- Principle:Alibaba ROLL SFT Validation
- Principle:Openai Whisper Punctuation Merging
- Principle:Iterative Dvc Concurrent Processing
- Principle:Neuml Txtai Document Collection
- Principle:Openai Openai agents python Tool Approval Definition
- Principle:ClickHouse ClickHouse Optimized Sorting
- Principle:Scikit learn Scikit learn Text Feature Extraction
- Principle:Deepset ai Haystack BM25 Keyword Retrieval
Implementations
- Implementation:Interpretml Interpret PseudoHuberRegressionObjective
- Implementation:Microsoft Playwright FrameDispatcher
- Implementation:Mit han lab Llm awq Real quantize model weight
- Implementation:Recommenders team Recommenders EmbeddingDotBias Model
- Implementation:Apache Airflow DagBag Loader
- Implementation:Pyro ppl Pyro AutoDelta Guide
- Implementation:Ggml org Ggml Ggml new tensor
- Implementation:Datajuicer Data juicer ImageDeduplicator
- Implementation:Open compass VLMEvalKit MMHelix Sokoban Eval
- Implementation:Intel Ipex llm Chatml Format
Heuristics
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
Environments
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Treeverse LakeFS Web UI Environment