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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:Online ml River Time Series Forecasting
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Langchain ai Langchain Chat Model Invocation
Principles
- Principle:Microsoft Autogen Model Client Configuration
- Principle:SeldonIO Seldon core HuggingFace Text Inference
- Principle:Apache Paimon Scan Planning
- Principle:Langgenius Dify Model Provider Management
- Principle:VainF Torch Pruning Latency Benchmarking
- Principle:SeleniumHQ Selenium Grid Server Building
- Principle:Elevenlabs Elevenlabs python Text to Speech Conversion
- Principle:Zai org CogVideo I2V Pipeline Loading
- Principle:Huggingface Datasets JSON Import
- Principle:Trailofbits Fickling File Property Discovery
Implementations
- Implementation:Triton inference server Server L0 Long Running Stress Scenarios
- Implementation:Predibase Lorax Flash Phi3 Modeling
- Implementation:Ggml org Llama cpp Fit Params
- Implementation:Ggml org Ggml Cpp smart pointers
- Implementation:AUTOMATIC1111 Stable diffusion webui DeepDanbooru Model
- Implementation:Gretelai Gretel synthetics ACTGAN Save Load
- Implementation:Microsoft Autogen Studio Termination Fields
- Implementation:NVIDIA DALI Wds2idx
- Implementation:DataTalksClub Data engineering zoomcamp Confluent CSV Producer
- Implementation:Mit han lab Llm awq LlavaLlamaForCausalLM
Heuristics
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Evidentlyai Evidently Grafana Monitoring Environment