What all you will Learn from Data Science with Python training program?
The Data Science with Python course program is specially designed for practicing data scientists, data analysts and business intelligence masters interested in using Python for their day-to-day work. The main focus is to learn how to use Python tools for data science and data analysis efficiently and effectively. This course gives extensive, end-to-end coverage of all activities performed in a Data Science project. It teaches application of the advanced techniques in data acquisition, transformation and predictive analytics to solve real world business problems. The aim of this course is to teach practice rather than theory. Instead of deep dive into formulae and derivations, it focuses on using existing libraries and tools to produce solutions. It also keeps things very simple and easy to grasp. This course program covers the following topics:
- Integrated Analysis Environment
- IPython Shell
- Custom environment settings
- IPython Notebooks
- Script editor
- Packages: NumPy, SciPy, scikit-learn, Pandas, Matplotlib, etc.
- Data types and objects
- Loading packages, namespaces
- Reading and writing data
- Simple plotting
- Control flow
- Debugging
- Code profiling
- Accessing and Preparing Data
- Loading from CSV files
- Accessing SQL databases
- Stripping out extraneous information
- Direct Test Mode
- Formatting data
- The NumPy array
- 2D plotting with Matplotlib
- N-dimensional array operations and manipulations
- Memory mapped files
- Exploring Data with Pandas and scipy.stats
- Data manipulation with Pandas
- Statistical analysis with Pandas
- Time series analysis with Pandas
- Overview of statistical tools in scipy.stats
- Machine Learning with scikit-learn
- Input: 2D, samples and features
- Estimator, predictor, transformer interfaces
- Pre-processing data
- Regression
- Classification
- Model selection
Data Science with Python in Delhi makes you fully equipped to become a developer who can execute full-fledged Data Science projects. After the completion of this course you will be able to:
- Learn to evaluate data using machine learning strategies in Python
- Become one of the most prominent Data Scientists in the world.
- Learn how to analyze huge amounts of data to bring out insights
- Relevant examples and cases make the learning more effective and easier
- Gain hands-on knowledge through the problem solving based method of the course along with working on a project at the end of the course.
