Machine Learning
Supervised Learning, Unsupervised Learning, Support Vector Machines, K-Neighbors, Random Forests, Regression, Classification, Clustering
Deep Learning
Deep Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, Object Detection, Recommender Systems
Generative AI
Foundational Models, Large Language Models, Transformers, Prompt Engineering
MLOps
Data Wrangling, Exploratory Data Analysis, Model Training, Model Evaluation, Model Deployment and Monitoring
Cloud Native
Event Driven Applications, Microservices, Agile Development
Serverless
No server management, Flexible Scaling, Automated High Availability, No Idle Capacity, Event Oriented Architecture, Improving Performance through Parallelization
DevOps
Infrastructure as Code, Continuous Integration and Delivery, Monitoring, Logging, Version Control
Frontend
Single Page Applications, Static Site Generation, Server Side Rendering, Incremental Static Regeneration, Analytics, SEO Optimization
Backend
Microservices, REST API, Monitoring, Logging, Containerization, Container Orchestration
Database
Object Relational Mapping, Relational and Non-Relational Databases