Defining and Measuring Chaos in Data Sets: Why and How, in Simple Words
There are many ways chaos is defined, each scientific field and each expert having its own definitions. We share here a few of the most common metrics used to quantify th...
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A simple way for getting started with fast.ai for pytorch
At my AI course in the University of Oxford, we are exploring the use of PyTorch for the first time. One of the best libraries to get started with PyTorch is fast.ai. The...
On-demand Mobile Apps: Must-have Features and Trends
What is an on-demand app? This notion relates to the on-demand or “access” economy – the activity of providing easy and fast availability of goods and s...
All the Skills Require For A Data Scientist
Data science is booming day by day. In the market, the job place is quite saturated. There are many skills you need to become a data scientist. There is a misconception t...
Markov Decision Processes
The Markov Decision Process (MDP) provides a mathematical framework for solving the RL problem. Almost all RL problems can be modeled as an MDP. MDPs are widely used for ...
How Agile Methodology Assists the Development of Smart and Working Software Products?
As with any project, an effective and result-driven is a must, the same goes with software development projects. There’s no secret that software development is one of t...
Homework Assignment: Create a COVID19 At-Risk Score
Figure 1: The Art of Thinking Like a Data Scientist I love teaching because the onus is on me to clearly and concisely communicate my concepts to my students. As I told...
Causal AI dictum: A dataset is model-free
Time and time again, Judea Pearl makes the point on Twitter to neural net advocates that they are trying to do a provably impossible task, to derive a model from data. I ...
R vs. Python vs. Julia: How easy it is to write efficient code?
In my last post, I have compared R to Julia, showing how Julia brings a refreshening programming mindset to the Data Science community. The main takeaway is that with Jul...
Data Agility and 'Popularity' vs. Data Quality in Self-Serve BI and Analytics
One of the most valuable aspects of self-serve business intelligence is the opportunity it provides for data and analytical sharing among business users within the organi...