Approach

S2W Director Jeong Jin-woo: “AI for security is different from existing LLM… human-like approach required”

"To properly understand security data, a human-like intelligent approach is required, different from the present large language model (LLM) method. The goal is to guide a brand new trend that understands each security and...

A knowledge-driven approach to creating higher selections

Imagine a world wherein some essential decision — a judge’s sentencing advice,...

RAFT – A High quality-Tuning and RAG Approach to Domain-Specific Query Answering

Because the applications of enormous language models expand into specialized domains, the necessity for efficient and effective adaptation techniques becomes increasingly crucial. Enter RAFT (Retrieval Augmented High quality Tuning), a novel approach that mixes...

Maximizing the Utility of Scarce AI Resources: A Kubernetes Approach

Optimizing the usage of limited AI training acceleratorsThe answer we demonstrated for priority-based scheduling and preemption relied only on core components of Kubernetes. In practice, chances are you'll decide to reap the benefits of...

An aesthetic approach to solving Traveling Salesman Problems effectively with Python

Here we won’t start from scratch. As stated earlier, we already developed the code that builds a Pyomo model of the TSP and solves it in sprint 3. And trust me, that was the...

Change Point Detection — A Bayesian Approach

For those who tried the exercise above, you found yourself in trouble using just the Kohonen Network to search out any indication of a change point in another time series. That's since the Kohonen...

How an archeological approach can assist leverage biased data in AI to enhance medicine

The classic computer science adage “garbage in, garbage out” lacks nuance in...

Training Soft Skills in Data Science with Real-Life Simulations: A Role-Playing Dual-Chatbot Approach

An entire LLM project walk-through with code implementationAfter I was learning data science and machine learning at university, the curriculum was geared heavily towards algorithms and machine learning techniques. I still remember those days...

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