bitsnotion.comBias, Variance, Under-fitting, and Over-fitting and bias variance tradeoffBias in Machine Learning Bias refers to the simplifying assumptions made by a model to make the target function easier to learn. High bias can lead to underfitting Represents the error introduced by approximating a real-world problem Example: A li...Jan 14路2 min read
bitsnotion.comMonolithic vs Microservices architectureWhen it comes to developing software applications, choosing the appropriate architectural style is a critical decision. Among the popular options are microservices and monolithic architecture. By understanding the trade-offs, readers can make well-i...Jan 8路3 min read
bitsnotion.comBig Data analytics and Data scienceIn a world where information is everywhere, businesses have tons of data at their fingertips. This data is like a goldmine waiting to be used for smart decisions. That's where Big Data analytics and Data Science come in. They're like the experts who ...Nov 12, 2025路3 min read
bitsnotion.comMastering the Fundamentals of PandasPython is a powerful tool for data professionals, largely due to its extensive collection of open-source libraries and packages. In this blog, we'll explore the fundamentals of pandas, with a special focus on its core data structures: Series and Data...Apr 22, 2024路4 min read
bitsnotion.comMastering NumPy ArraysNumPy is a powerful library for numerical computing in Python, offering robust support for large, multi-dimensional arrays and an extensive collection of mathematical functions. Creating Arrays To begin using NumPy, import the library and create arra...Apr 9, 2024路4 min read