Bias, 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 readbitsnotion.com
Monolithic 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 readbitsnotion.com
Big 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 readbitsnotion.com
Mastering 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 readbitsnotion.com
Mastering 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 readbitsnotion.com