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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:Pola rs Polars Time Series Analysis
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Onnx Onnx Model Composition
Principles
- Principle:Apache Spark Cluster Installation
- Principle:Facebookresearch Habitat lab Rollout Collection and Training
- Principle:Ggml org Llama cpp Response Generation
- Principle:Deepset ai Haystack Extracted Answer Schema
- Principle:Deepspeedai DeepSpeed RLHF Experience Generation
- Principle:Apache Dolphinscheduler Cluster Health Monitoring
- Principle:LaurentMazare Tch rs Frozen Feature Computation
- Principle:Huggingface Trl GRPO Prompt Dataset Loading
- Principle:DistrictDataLabs Yellowbrick Decision Boundary Visualization
- Principle:Langchain ai Langgraph Debug Event Emission
Implementations
- Implementation:Ollama Ollama Readline History
- Implementation:Datajuicer Data juicer AverageLineLengthFilter
- Implementation:ClickHouse ClickHouse Praktika CI Framework
- Implementation:Ggml org Llama cpp Arg Parser
- Implementation:TobikoData Sqlmesh SQLMeshDialect
- Implementation:Avhz RustQuant DateRollingConvention
- Implementation:Avhz RustQuant FFT
- Implementation:Open compass VLMEvalKit Physics Eval Utils
- Implementation:Apache Airflow DAG Distribution Config
- Implementation:Datahub project Datahub S3Emitter
Heuristics
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Promptfoo Promptfoo Retry With Jitter
Environments
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Vllm project Vllm CUDA
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies