DeepFA Blogs

AI Fundamentals & Algorithms

October 22, 2025 8 min read

Flash Attention: Optimizing Attention Mechanism in Transformers

In the world of artificial intelligence, Transformer models have become the backbone of large language models. From GPT-4 to Claude and Gemini, all these…

AI Fundamentals & Algorithms

October 19, 2025 14 min read

QLoRA: Fine-Tuning 65-Billion Parameter Models on a Single Consumer GPU

Imagine wanting to customize a 65-billion parameter language model for your specific business needs. In the not-so-distant past, this required access to multi-million dollar…

AI Fundamentals & Algorithms

October 18, 2025 10 min read

Spiking Neural Networks(SNN): Third-Generation AI and the Future of Neuromorphic Computing

Imagine a neural network that works not with continuous numbers, but with discrete electrical pulses - exactly like real neurons in the human brain.…

AI Fundamentals & Algorithms

October 13, 2025 9 min read

Zero-Shot and Few-Shot Learning: Learning with Limited Data

One of the biggest challenges in developing AI models is the need for massive amounts of labeled data. Imagine wanting to build a model…

AI Fundamentals & Algorithms

October 12, 2025 10 min read

NAS and Automated Neural Network Architecture Search: The Future of AI Model Design

Imagine you want to build a complex structure, but instead of hiring an architect, you use an intelligent system that finds the best design…

AI Fundamentals & Algorithms

October 12, 2025 8 min read

Jamba Model: An Innovative Fusion of Transformer and Mamba in Artificial Intelligence

In the world of artificial intelligence, new architectures are constantly competing to deliver more efficient solutions. Jamba Model is the first production-grade Mamba-based generative…

AI Fundamentals & Algorithms

October 12, 2025 10 min read

Large Action Models(LAM): When AI Moves from Talking to Acting

Imagine telling your AI assistant "Book a flight to Istanbul for next week" and it not only understands your request, but directly navigates to…

AI Fundamentals & Algorithms

October 12, 2025 10 min read

Vision Transformers (ViT): The New Frontier in Machine Vision Understanding

In the world of artificial intelligence, there are fundamental questions whose answers reshape the history of technology. One of these pivotal questions was whether…

AI Fundamentals & Algorithms

October 11, 2025 17 min read

Kolmogorov-Arnold Networks (KAN): A Powerful Alternative to Traditional Neural Networks

Imagine a network that learns functions themselves rather than just fixed weights. This is precisely what Kolmogorov-Arnold Networks (KAN) bring to the table. This…

AI Fundamentals & Algorithms

October 10, 2025 11 min read

ARIMA: The Powerful Time Series Forecasting Model in Machine Learning

In today's data-driven world, the ability to accurately predict future trends is one of the most critical competitive advantages for businesses and organizations. From…

AI Fundamentals & Algorithms

October 10, 2025 12 min read

Prophet: Meta's Time Series Forecasting Tool for Businesses and Data Analysts

In today's world where data is recognized as the new oil, the ability to accurately predict the future is critically important for businesses. From…

AI Fundamentals & Algorithms

October 9, 2025 11 min read

AI Prediction: Accurate Forecasting with Data and Algorithms

Imagine being able to know what will happen tomorrow. Which product will be a bestseller, which stock will be profitable, or even which disease…