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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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|---|---|---|
| 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:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Neuml Txtai Agent Execution
Principles
- Principle:Fastai Fastbook Tensor Fundamentals
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
- Principle:Huggingface Datasets PDF Feature Handling
- Principle:Online ml River Optimizer Configuration
- Principle:Vespa engine Vespa Configuration Application
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Tensorflow Serving Client Inference Validation
- Principle:Treeverse LakeFS Import Initiation
- Principle:Open compass VLMEvalKit API Model Adapter Pattern
- Principle:Huggingface Datasets Download Configuration
Implementations
- Implementation:ArroyoSystems Arroyo Sql Rewriters
- Implementation:CARLA simulator Carla CMake Build Python API
- Implementation:Apache Druid Website Redirects
- Implementation:OpenHands OpenHands CommonRoomSync
- Implementation:Sail sg LongSpec MathScale Answer Utils
- Implementation:Rapidsai Cuml Hinge Loss
- Implementation:PrefectHQ Prefect Create Markdown Artifact
- Implementation:Avhz RustQuant Binomial Distribution
- Implementation:Teamcapybara Capybara Capybara Modify Selector
- Implementation:Facebookresearch Audiocraft Resolve checkpoint path
Heuristics
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Triton inference server Server Dynamic Batching Tuning
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Apache Spark Release Build Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Truera Trulens Python Core Environment
- Environment:Huggingface Open r1 Slurm Cluster