Q1.If you have trained five different models on the exact same training data and they all achieve 95% precision is there any chance that you can combine these models to get better results? if so, how? If not, why? It is possible to combine the predictions of multiple models to improve the overall performance, depending... Continue Reading →
Training Models: Discussion Questions
Q1. Which Linear Regression training algorithms can you use if you have a training set with millions of features? There are several algorithms that can be used for training a linear regression model when you have a large number of features in your training set. Some of these algorithms are: Stochastic Gradient Descent (SGD): SGD... Continue Reading →
Decision Trees: Discussion Questions
Q1. What is the approximate depth of a Decision Tree trained (without restrictions) on a training set with one million instances? It is difficult to provide a specific answer to this question without knowing more about the characteristics of the training set and the decision tree algorithm used. However, in general, the depth of a... Continue Reading →
Economic Challenges in Pakistan: Personal Perspective
Pakistan has faced a range of economic difficulties in recent years, including: High levels of inflation A large trade deficit A growing public debt These challenges can have significant impacts on the economy and citizens, including: Eroding purchasing power due to high inflation Putting pressure on the currency and affecting the competitiveness of exports due... Continue Reading →
The Power of Clean Eating: How Clean Eating Transformed My Health and Well-Being
As someone who used to have a messy lifestyle and unhealthy eating habits, I can attest that clean eating can make a huge difference in how you feel. Before I started eating clean, I constantly felt sluggish and lacked energy. I often turned to quick, processed foods high in sugar and unhealthy fats to get... Continue Reading →
Exploring the Charm of Belgium
I was thrilled to have the opportunity to visit Belgium in 2021. From the charming streets of Brussels to the historic beauty of Ghent, this country truly captured my heart.
Mental Health in Academia
Mental health problems are a significant issue in academia, with high levels of stress and pressure contributing to their prevalence. It is crucial that academia prioritizes mental health and well-being by providing support and resources, and promoting a culture of wellness and support.
The Ups and Downs of Earning a PhD: A Personal Perspective
Pursuing a PhD can be a challenging but rewarding experience. It involves many years of hard work and dedication, but it can also provide valuable knowledge, skills, a sense of accomplishment, and professional recognition. Here are some of the main pros of doing a PhD: Opportunity to become an expert in your field: A PhD... Continue Reading →
Welcome to my Personal Blog!
If you are doing research or learning a new skill, it is essential to write about it. Our understanding of a particular topic increases the more we write about it. It is also a great way to share your knowledge with others. During my PhD research, I realised the importance of writing. Now when the... Continue Reading →