AI KNOWLEDGE CENTRE

03.04.2026 • 4 min read

Optimization Landscapes in Deep Learning

Optimization Landscapes in Deep Learning Loss surfaces, saddle points; Sharp vs flat minima Introduction Deep learning models have achieved remarkable success across…

31.03.2026 • 4 min read

Positional Encoding & Sequence Representation

Positional Encoding & Sequence Representation Absolute vs relative encoding; RoPE, ALiBi Introduction Modern transformer models, such as those used in natural language…

27.03.2026 • 5 min read

Attention Mechanisms Variants & Optimization

Attention Mechanisms Variants & Optimization Flash attention, sparse attention, memory-efficient attention Introduction The concept of attention mechanisms revolutionized modern AI, particularly after…

24.03.2026 • 7 min read

Embedding Spaces & Representation Geometry

Embedding Spaces & Representation Geometry Semantic structure of vector spaces, Anisotropy, clustering Introduction Modern AI systems – especially those built on deep…

20.03.2026 • 5 min read

Tokenization Algorithms & their impact on Learning

Tokenization Algorithms & their impact on Learning BPE, WordPiece, SentencePiece, Token boundaries vs reasoning Introduction In the world of modern AI and…

17.03.2026 • 9 min read

Mechanistic Interpretability in Transformers

Mechanistic Interpretability in Transformers Circuits, neurons, feature superposition & reverse-engineering model behaviour Introduction Modern AI systems – especially transformer-based models – can…

13.03.2026 • 6 min read

On-Device AI & Hardware-Aware Optimization Compilation techniques

On-Device AI & Hardware-Aware Optimization Compilation techniques TVMXLA, 4-bitNF4 quantization, and designing models specifically for NPU (Neural Processing Unit) architectures Introduction Artificial…

10.03.2026 • 6 min read

Continual and lifelong learning solving catastrophic forgetting

Continual and lifelong learning solving catastrophic forgetting How to update a model with new information without losing previously learned skills Introduction Modern…

06.03.2026 • 9 min read

AI System Security & Adversarial Machine Learning

AI System Security & Adversarial Machine Learning Technical deep-dives into prompt injection, model inversion attacks, and defense mechanisms like adversarial training. Artificial…