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Align IT systems with business goals using industrial principles, the CIGREF layer model, SOLID, C4 modeling and service-oriented APIs, while managing technical debt and system evolution.
Learn Linux system administration essentials: install Linux with VirtualBox, WSL, or PXE, navigate the shell and filesystem, manage DEB/RPM packages, users, groups, processes, and daemons.
Learn how transformer models work: self-attention, multi-head attention, positional encoding, SuperGLUE benchmarks, translation with BLEU scores, plus fine-tuning BERT and pretraining RoBERTa via Hugging Face.
Build high-performance Java applications with virtual threads, structured concurrency, garbage collector tuning across Serial, G1 and ZGC, dynamic CDS archives, and blocking and non-blocking socket programming.
Configure LVM partitions, TCP/IP networking and DNS, automate tasks with sed and awk shell scripts, enforce SELinux and iptables policies, and recover systems using dd and ReaR.
Master Scrum roles, ceremonies, and backlogs while using Jira and Claude AI to automate sprint planning, estimation, and progress tracking with burndown charts and dashboards.
Build NLP applications in Python: tokenization, TF-IDF, embeddings, spam detection and sentiment models, then fine-tune transformers and deploy a RAG climate chatbot with vector databases.
Build eight UiPath automation projects — employee ID generation, sales reports, HR admissions — while learning the RPA lifecycle, exception handling, complex workflows, and Orchestrator.
Build React apps from components, JSX, state and hooks through React Router, Redux, Firebase and Jest testing, shipping projects like TaskMate, Cinemate and an e-commerce site.
Model, sculpt, UV map, and texture 3D assets in Blender, then export them into Unreal Engine 5 using Quixel assets and foliage to build game environments.
Design active machine learning workflows in Python: query strategies like uncertainty sampling and query-by-committee, human-in-the-loop annotation, and active learning for computer vision and big data.
Master concurrency in the Linux kernel: apply mutexes, spinlocks, atomic operations, RCU, per-CPU variables, and memory barriers to build and debug thread-safe kernel modules.
Implement service discovery with Netflix Eureka, edge routing via Spring Cloud Gateway, OAuth 2.0-secured APIs, centralized config, Resilience4j circuit breakers, and Zipkin distributed tracing in Spring Boot microservices.
Learn C# and .NET from scratch: write console apps, handle flow control, type conversion and exceptions, debug and unit test functions, and design classes and interfaces.
Package and distribute .NET libraries with the dotnet CLI, handle files, streams, XML and JSON serialization, and query relational data using Entity Framework Core and LINQ.
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