1-Day Machine Learning with Scikit Learn for Python

Scikit-learn is a free machine learning library for Python. It is also the de facto Machine Learning package for Python. It consists of classification, regression, clustering, dimension reduction, model selection, and many data preprocessing functionalities. You can do many supervised and unsupervised machine learning with Scikit Learn. It also features various algorithms like support vector machine, random forests, and k-neighbours, and it also supports Python numerical and scientific libraries like NumPy and SciPy.

This Machine Learning with Scikit Learn for Python training aims to equip you with fundamental machine learning knowledge using such as classification algorithms and classification metrics, ensemble methods, regression and regularization, K-Means and Hierarchical Clustering and feature reduction with PCA. By using concrete examples and minimal theory, you will gain an intuitive understanding of the concepts and tools for building intelligent systems and machine learning processes.

• Explore the machine learning landscape, particularly neural nets
• Use scikit-learn to track an example machine-learning project end-to-end
• Supervised Learning vs Unsupervised Learning
• Analysing Classification Models with F1 Score and AUC
• Multivariate Linear regression
• Ridge and Lasso Regularization to reduce overfitting
• Silhouette Analysis and Dendrogram for Clustering
• Apply practical code examples without acquiring excessive machine learning theory or algorithm details

• Suited for Marketers, Engineers, Finance, Sales, Service, Business Development and Marketing Analysis seeking to gain deeper understanding of using Python for data analysis.
• Anyone should be able to learn the essentials of Python programming language and all participants should be greatly benefit from it.
• Existing programmers, data scientists and engineers with development experience in another high-level programming or scripting language such as C/C++, Perl, PHP etc. will also benefit by learning the Python Programming Language.
• No prior background of programming knowledge and experience

Data Scientist: Mr Solomon Soh

Solomon is ACTA certified has trained and coached over 100 professionals in the area of data science, python programming and coding. Solomon is a Certified AI Engineer Associate by AI Singapore and holds certifications in Alibaba Cloud Architect and Alteryx respectively. Solomon interests include Reinforcement Learning, Natural Language Processing and Time-Series analysis.