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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:Helicone Helicone Local Development Setup
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
Principles
- Principle:Allenai Open instruct Preference Data Processing
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Apache Airflow Branch Preparation
- Principle:TobikoData Sqlmesh Environment Listing And Inspection
- Principle:Datahub project Datahub Entity Metadata Enrichment
- Principle:Predibase Lorax Inference Request Construction
- Principle:Haifengl Smile SQL Database Connection
- Principle:Scikit learn Scikit learn Gradient Boosting Classification
- Principle:ClickHouse ClickHouse Pull Request Submission
- Principle:SeldonIO Seldon core Experiment Configuration
Implementations
- Implementation:Datajuicer Data juicer Operator Base Classes
- Implementation:Apache Flink RecordsWithSplitIds
- Implementation:Langfuse Langfuse IngestionQueue
- Implementation:Kserve Kserve LLMInferenceService CRD Spec
- Implementation:Ggml org Llama cpp Mtmd Header
- Implementation:Huggingface Trl TrlParser DPOConfig
- Implementation:BerriAI Litellm Get Llm Provider
- Implementation:Pyro ppl Pyro Model Inspect
- Implementation:LLMBook zh LLMBook zh github io Trainer Train LoRA
- Implementation:Hpcaitech ColossalAI CustomRetriever
Heuristics
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Apache Beam Executor Shutdown Ordering
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Openai Evals Python Runtime
- Environment:Kserve Kserve VLLM Runtime
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib