Best Data Science Training in Jalandhar & Best Data Science Industrial Training in Jalandhar
Start your journey in this prerequisite beginner’s course by going over the fundamentals of data science and exposing you to the breadth of skills and tools in the industry professional’s arsenal. In these first units, you will be introduced to the scientific programming environment, as well as the key concepts of both programming and statistical analysis.
Local Setup and Development Environment
Python Programming & Computer Science
Types, Flow Control, Data Structures, Functions, OOP and Time Complexity
NumPy, pandas and matplotlib
Statistics, Probability, Calculus and Linear Algebra
Students will tackle a wide variety of topics under the umbrella of exploratory data analysis. Getting, cleaning, analyzing and visualizing raw data is the main job responsibility of industry data scientists. Here you will learn how to discover patterns and trends that influence your future modeling decisions.
Getting and Cleaning Data
Static Files, SQL, Web Scraping, APIs and Messy Data
Event Space, Probability, Distributions and Hypothesis Testing
Summarizing and Visualizing Data
Descriptive Statistics, Univariate and Multivariate Exploratory Data Analysis
Students will learn how to explore new data sets, implement a comprehensive set of machine learning algorithms from scratch, and master all the components of a predictive model, such as data preprocessing, feature engineering, model selection, performance metrics and hyperparameter optimization.
Regression, Classification, Data Preprocessing, Model
Evaluation and Ensembles
Dimensionality Reduction, Clustering, Association Rules, Anomaly Detection,
Network Analysis and Recommender Systems
Data Engineering, Natural Language Processing, and Web Applications