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Python With Machine Learning

Python With Machine Learning

Python with Machine Learning Training in Mumbai

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About Python With Machine Learning Training Course in Mumbai

Introduction To Machine Learning using Python. Machine learning is a type of artificial intelligence (AI) that provides computers with the ability to learn without being explicitly programmed. Machine learning focuses on the development of Computer Programs that can change when exposed to new data. Python is also usable as an extension language for applications written in other languages that need easy-to-use scripting or automation interfaces. Python is widely considered as the preferred language for teaching and learning Ml (Machine Learning). Few simple reasons are: >It's simple to learn. Start Learning with us Wings academy Python With Machine Learning Classroom and Online Training Course.

Machine learning is a type of artificial intelligence (AI) that provides computers with the ability to learn without being explicitly programmed. Machine learning focuses on the development of Computer Programs that can change when exposed to new data. In this article, we’ll see basics of Machine Learning, and implementation of a simple machine learning algorithm using python.

Syllabus of Python with Machine Learning Course in Mumbai

 Statistical Learning

  • Statistical analysis concepts
  • Descriptive statistics
  • Introduction to probability and Bayes theorem
  • Probability distributions
  • Hypothesis testing & scores

 Python for Machine Learning

  • Python Overview
  • Pandas for pre-Processing and Exploratory Data Analysis
  • Numpy for Statistical Analysis
  • Matplotlib & Seaborn for Data Visualization
  • Scikit Learn

 Introduction to Machine Learning

  • Machine Learning Modelling Flow
  • How to treat Data in ML
  • Types of Machine Learning
  • Performance Measures
  • Bias-Variance Trade-Off
  • Overfitting & Underfitting

Optimization

  • Maxima and Minima
  • Cost Function
  • Learning Rate
  • Optimization Techniques

Supervised Learning

  • Linear Regression
  • Case Study
  • Logistic Regression
  • Case Study
  • KNN Classification
  • Case Study
  • Naive Bayesian classifiers
  • Case Study
  • SVM - Support Vector Machines
  • Case Study

Unsupervised Learning

  • Clustering approaches
  • K Means clustering
  • Hierarchical clustering
  • Case Study

Ensemble Techquies

  • Decision Trees
  • Case Study
  • Introduction to Ensemble Learning
  • Different Ensemble Learning Techniques
  • Bagging
  • Boosting
  • Random Forests
  • Case Study
  • PCA (Principal Component Analysis) and Its Applications
  • Case Study

Recommendation Systems

  • Introduction to Recommendation Systems
  • Types of Recommendation Techniques
  • Collaborative Filtering
  • Content based Filtering
  • Hybrid RS
  • Performance measurement
  • Case Study

About Experienced Python with Machine Learning Trainer

  • Our Python with Machine Learning Training in Mumbai. Trainers are certified professionals with 7+ years of experience in their respective domain as well as they are currently working with Top MNCs.
  • As all Trainers are Python with Machine Learning domain working professionals so they are having many live projects, trainers will use these projects during training sessions.
  • All our Trainers are working with companies such as Cognizant, Dell, Infosys, IBM, L&T InfoTech, TCS, HCL Technologies, etc.
  • Trainers are also help candidates to get placed in their respective company by Employee Referral / Internal Hiring process.
  • Our trainers are industry-experts and subject specialists who have mastered on running applications providing Best Python with Machine Learning training to the students.