Python For Machine Learning With Solved Projects By Spotle
What you'll learn
- Python fundamentals
- Handling numbers in Python
- Handling strings in Python
- Control flow in Python
- File handling in Python
- Modules and packages in Python
- Python libraries - numpy, pandas, matplotlib, scikit-learn etc
- Basic statistics and data visualization with Python
- Overview of machine learning
- Supervised machine learning
- Unsupervised machine learning
- Linear regression with Python
- Logistic regression with Python
- Decision tree with Python
- Regression tree with Python
- Random forest with Python
- Support Vector Machines with Python
- K-means clustering with Python
- Do It Yourself - hierarchical clustering
- K-Nearest Neighbor
- Naïve Bayes Classifier with Python
- Do It Yourself - Build Your Own Credit Risk Analyzer
Requirements
- You will need to have a computer or a mobile handset with an internet connection
Description
Machine learning and Python have become key industry drivers in the global job and opportunity market. This course with lectures from industry experts and Ivy League academics will help learners learn a wide range of machine learning techniques. Get ready for the experiential learning. All the topics have been explained with worked-out real projects with real data. The learners will get the chance to apply their learning in Do It Yourself projects.
In this course you will learn:
Python fundamentals
Handling numbers in Python
Handling strings in Python
Control flow in Python
File handling in Python
Modules and packages in Python
Python libraries - numpy, pandas, matplotlib, scikit-learn etc
Basic statistics and data visualization with Python
Overview of machine learning
Supervised machine learning
Unsupervised machine learning
Linear regression with Python
Logistic regression with Python
Decision tree with Python
Regression tree with Python
Random forest with Python
Support Vector Machines with Python
K-means clustering with Python
Do It Yourself - hierarchical clustering
K-Nearest Neighbor
Naïve Bayes Classifier with Python
Do It Yourself - Build Your Own Credit Risk Analyzer
Spotle
Spotle is an AI-powered career platform matching you to the relevant career path in real-time. Spotle provides a dynamic and agile platform to discover career choices matched to your life goals.
The AI based platform understands your aspiration and potential, analyses your career goals and automatically finds the right networks, career paths and opportunities for you. Think of it as your AI-enabled assistant working 24/7 to help your career grow. Powered by a mix of NLP, predictive modelling and machine learning, Spotle works in the background and automatically discovers for you the right opportunities, networks and career resources. The Spotle Learn platform develops and aggregates learnings and content from top academics and industry practitioners and helps you build your skill through an adaptive learning path.
For companies or employers, Spotle uses deep matching to instantly surface the right talents you will want to hire. It simplifies the entire hiring process through AI-powered candidate matching. Your talent pipelining becomes easy as Spotle recommends potential hires based on your hiring goals and lets you engage with passive candidates who are not actively applying to jobs right now. It gives you a periscopic view into campus talents through leaderboards and innovative skill points.
Spotle reaches over 20,000 Recruiters and a million plus students and young professionals. The company works with leading campuses and companies to craft the right career matches.
Who this course is for:
- Anyone who is serious about learning machine learning, data science techniques and looking forward to a rewarding career in Machine Learning
Instructor
Spotle Learn provides career ready courses in Artificial Intelligence, Data Science, Programming, Cloud Computing, IoT, Blockchain, AR and VR, Astronomy and Astrophysics and other in-demand skill areas. We have trained and certified over 100,000 people. Students from 2500 college campuses and leading corporates learn on Spotle to meet their career goals.