АКАДЕМИЯ / КУРСЫ / COURSES / NLP-ADVANCED11 LESSONS · 11Ч 45М
КУРС 07 / 08
★ ПРЕМИУМОбработка естественного языкаПродвинутыйAdvanced NLP: Training & Production Systems
Master the engineering and production aspects of Natural Language Processing with interactive visualizations. Learn to train, fine-tune, optimize, and deploy language models at scale using modern techniques like LoRA, DPO, Flash Attention, and RAG. Features hands-on tools for exploring distributed training, model parallelism, and inference optimization.
ХАРАКТЕРИСТИКИ КУРСАv2.1
Уроков11
Общая длительность11ч 45м
СложностьПродвинутый
КатегорияОбработка естественного языка
ТарифПремиум
Обновлено2025-11-25
ЛокальEN · RU · ZH
§A · ЦЕЛИ
Что вы научитесь делать.
01.Master training fundamentals with interactive parallelism visualizations
02.Implement advanced fine-tuning methods including PEFT, LoRA, and QLoRA
03.Design preference alignment systems with RLHF and DPO
04.Optimize inference with quantization, Flash Attention, and KV caching
05.Build production RAG systems with embeddings and vector databases
06.Deploy and monitor language models in production environments
§B · ИНСТРУМЕНТЫ КУРСА
Рабочие инструменты, на протяжении курса.
FIG. 01VISUALIZATION
Optimization Techniques Explorer
FIG. 02VISUALIZATION
Decoding Studio
FIG. 03VISUALIZATION
RAG Pipeline Window
FIG. 04VISUALIZATION
Activation Patching
FIG. 05VISUALIZATION
Transformer Architecture Explorer
FIG. 06VISUALIZATION
Tokenization Workbench
FIG. 07VISUALIZATION
Model Training & Parallelism Explorer
FIG. 08VISUALIZATION
Attention Microscope
§C · ПРОГРАММА
Все уроки. По порядку или вразброс.
№УРОКТИПВРЕМЯ
01Training Fundamentals and OptimizationТЕОРИЯ· 90 min90 min✕
02Training Monitoring and Dataset EngineeringТЕОРИЯ· 60 min60 min✕
03Distributed Training InfrastructureТЕОРИЯ· 60 min60 min✕
04Fine-tuning Techniques and Parameter-Efficient MethodsТЕОРИЯ· 75 min75 min✕
05Preference Alignment and RLHFТЕОРИЯ· 60 min60 min✕
06Comprehensive Model EvaluationТЕОРИЯ· 45 min45 min✕
07Model Quantization and CompressionТЕОРИЯ· 60 min60 min✕
08Inference Optimization StrategiesТЕОРИЯ· 45 min45 min✕
09Production RAG SystemsТЕОРИЯ· 75 min75 min✕
10Advanced Model ImplementationsТЕОРИЯ· 75 min75 min✕
11Production Deployment and OperationsТЕОРИЯ· 60 min60 min✕