Mastering AI Engineering at PSI: Our First Bootcamp in Action

Artificial Intelligence is reshaping industries, and software developers must continuously adapt to stay ahead. At Predictive Systems Inc. (PSI), we are committed to equipping our teams with cutting-edge AI knowledge to enhance their capabilities. This commitment led to the launch of the AI Engineering for Software Developers Bootcamp, an intensive two-month internal training program designed to help our engineers integrate AI into real-world applications.

What the Training Covered 

The AI Engineering bootcamp provided hands-on learning in AI and Machine Learning (ML), focusing on fundamental and advanced concepts. The curriculum covered:

  • Machine Learning Models: Linear Regression, Support Vector Machines (SVM), Gradient Boosting, and more.
  • Model Measurements & Interpretability: Understanding hyperparameter tuning and model accuracy.
  • Foundations of Large Language Models (LLMs): Training and deployment fundamentals.
  • Neural Networks & Transformer Models: Exploring deep learning architectures.
  • AI/LLM Integration: Techniques such as Prompt Engineering, Retrieval-Augmented Generation (RAG), and Knowledge Graphs.
  • Fine-Tuning Small Language Models: Optimizing performance for specific use cases.
  • State-of-the-Art (SOTA) Models: Understanding the latest advancements in AI.

By the end of the program, our engineers gained practical AI knowledge and applied their skills to build AI-powered applications.

Showcasing AI in Action: Capstone Projects 

To demonstrate their learnings, our engineers presented AI-driven applications to key stakeholders. The projects developed showcased AI’s versatility across various industries:

  • AI Assessment & Personalized Tutor – An AI-powered voice-based assessment tool to evaluate learners’ understanding of topics.
  • Legal Research Assistant – AI-driven research tool that answers legal inquiries based on law and jurisprudence.
  • AI Document Drafting & Revision – Automates document drafting with AI-assisted revision capabilities.
  • AI Shopping Assistant – Recommends gifts based on available inventory and user preferences.
  • Multilingual Sentiment Analysis – Analyzes natural conversations in Filipino and other languages to determine sentiment.
  • AI Recruitment Assistant – Enhances candidate search and filtering for recruiters.
  • Dataset & Metrics Builder – A user interface to build custom datasets and track performance metrics.

These projects demonstrate how AI can streamline workflows, enhance decision-making, and improve productivity across industries.

AI Engineering capstone
Legal Research AI answering questions based on law and jurisprudence
AI Engineering app
AI document drafting and revision with chat
AI Engineering project
AI Assessment Tutor with natural voice conversation
AI shopping assistant recommending gifts

Looking Ahead 

The completion of the first AI Engineering for Software Developers Bootcamp marks an important step in PSI’s ongoing commitment to AI innovation and employee growth. Fostering a culture of continuous learning ensures that our teams are well-equipped to tackle the evolving challenges and opportunities in AI development.

As AI continues to evolve, so do we. The success of this bootcamp paves the way for future training programs, deeper AI research, and more innovative solutions at PSI.

Stay tuned for more AI-driven initiatives at Predictive Systems Inc.!


Interested in how AI can be integrated into business applications? Contact us to explore AI solutions tailored to your needs.

Read more about our AI initiatives here

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