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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:Dagster io Dagster DSPy Optimization
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
Principles
- Principle:FlowiseAI Flowise Flow Management
- Principle:Neuml Txtai Pipeline Definition
- Principle:Alibaba MNN Output Postprocessing
- Principle:Hiyouga LLaMA Factory Low Rank Adaptation
- Principle:Puppeteer Puppeteer Browser Context Isolation
- Principle:Axolotl ai cloud Axolotl LoRA Merging
- Principle:Wandb Weave Prompt Retrieval
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Ollama Ollama LlamaCpp CGo Bridge
- Principle:Microsoft LoRA NLG Evaluation Metrics
Implementations
- Implementation:Ray project Ray Metric Base
- Implementation:MarketSquare Robotframework browser Browser Control Grpc Handlers
- Implementation:Predibase Lorax GPTQ Custom Autotune
- Implementation:Datahub project Datahub DatahubSparkListener Lifecycle
- Implementation:ClickHouse ClickHouse Itoa
- Implementation:Sail sg LongSpec HumanEval MBPP Evaluator
- Implementation:Apache Druid NestedColumnDialog
- Implementation:Langgenius Dify Create App
- Implementation:Triton inference server Server L0 Warmup Test
- Implementation:TA Lib Ta lib python Stream Function API
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Apache Hudi Compaction Scheduling Safety
Environments
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Protectai Llm guard API Server Deployment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Diagram of thought Diagram of thought Graphviz