Technology

Probabilistic modelling often leads to a practical challenge: you can write down a complex joint probability distribution, but you cannot directly sample from it or compute exact expectations. This happens frequently in Bayesian inference, where the posterior distribution is proportional …

Inferential statistics helps us draw conclusions about a large population by analysing a smaller sample. In real projects, you rarely get complete population data. Instead, you estimate a population parameter, such as a mean, proportion, or difference between groups, using …

Agentic workflows are no longer limited to simple chat responses. Many modern systems plan tasks, call tools, retrieve data, write code, and iterate through multiple steps to reach a goal. These multi-step, tool-using agents can be powerful, but they are …

Robotic arms look effortless when they pick, place, weld, or assemble. Under the hood, however, the robot must continuously answer a precise geometric question: what joint angles will place the tool exactly where I want it, in the pose I …

Automation has steadily transformed many professional domains, from manufacturing to customer support. Data science, once seen as a highly manual and research-intensive field, is now experiencing a similar shift. With the rise of AutoML platforms, low-code tools, and AI-driven analytics …