Jun 21, 20212 minExciting New Project Announcement - Using AI to Improve Apprenticeship Achievement RatesThe Knowledge Ladder are proud to announce a new project to develop a machine learning algorithm to predict if apprentices are likely to...
May 28, 20212 minWhat Skills Do You Need to Succeed in Data Science?Over the years I have formed a view that data science has 4 cornerstones. Maths & statistics is certainly one of them. A good...
May 19, 20211 minThe Value of Data Analytics to Leaders and ManagersIn the era of data science and data being “the new oil” what is the value of data analytics to today’s leaders and managers and how can...
May 19, 20211 minAligning Supply and Demand Using Data Analytics in Further EducationIn this article Graham Harrison, the CIO of The Knowledge Ladder, explores how high end data analytics can be used to link supply and...
May 19, 20211 minStratified Random Sampling Using Python and PandasHow to stratify sample data to match population data in order to improve the performance of machine learning algorithms. Click here to...
May 19, 20211 minCalculating and Setting Thresholds to Optimise Logistic Regression PerformanceHow to create a simple class to optimise thresholds for precision, recall, f1 score, accuracy, tpr - fpr or custom cost functions. Click...
May 19, 20211 minHow to Build an Interactive Confidence Interval Calculator in PythonBuilding a re-usable interactive and batch calculator for normal and binomial confidence intervals in Python and Jupyter Notebook. Click...
May 19, 20211 minEverything You Ever Wanted to Know About Decision Trees in PythonFrom first principles to deployment in a production environment including worked examples and easy-to-follow explanations. Click here to...