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Machine Learning

Avanteia Courses Course Details
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Machine Learning: Beginner

(1,230 reviews)
author
Created by
Avanteia

Total Enrolled

12,580

Last Update

15 September 2024

Category

Machine Learning

Introduction to Machine Learning: Beginner

Overview:

  • Develop skills in model tuning, feature engineering, and using tools like scikit-learn and TensorFlow for predictive analytics.
  • Duration: 1 Month

Topics Covered:

  • Fundamentals of machine learning
  • Supervised and unsupervised learning techniques
  • Introduction to data preprocessing and feature engineering
  • Basic algorithms: Linear Regression, Decision Trees, K-Means
  • Model evaluation and performance metrics

Syllabus

Module 1: Introduction to Machine Learning
  • What is ML? Types (Supervised, Unsupervised, Reinforcement)
  • ML vs AI vs Deep Learning
  • Real-world applications
  • ML workflow & pipeline

LAB 1
  • Install Python & Jupyter/Colab
  • Run a basic ML pipeline on Iris dataset in Scikit-learn

Module 2: Python for Machine Learning
  • Python essentials (functions, OOP, file handling)
  • NumPy, Pandas for data manipulation
  • Matplotlib, Seaborn for visualization

LAB 2
  • Load CSV dataset in Pandas
  • Perform summary statistics
  • Plot graphs using Matplotlib/Seaborn

Module 3 : Data Preprocessing & Feature Engineering
  • Data cleaning (missing values, outliers)
  • Categorical encoding (One-hot, Label Encoding)
  • Scaling (MinMax, StandardScaler)
  • Feature selection & extraction

LAB 3
  • Handle missing values in Titanic dataset
  • Apply feature scaling on dataset in Scikit-learn

Module 4 : Probability & Statistics for ML
  • Probability basics, Bayes Theorem
  • Distributions (Normal, Bernoulli, Binomial, Poisson)
  • Hypothesis testing (t-test, chi-square)

LAB 4
  • Simulate coin toss & dice using Python
  • Test significance using SciPy


Learning Outcome

  • Understand core machine learning concepts, build basic models, and apply simple algorithms to analyze and predict data patterns.

Reviews

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    Mansi Manjrekar

    Avanteia offers the best IT courses in Goa! I enrolled for Digital Marketing and my friend joined Web Development – both of us got hands-on training with real projects. Highly recommend for job-seekers and students!

  • image
    Tanraj Simones

    This is the only institute in Goa that truly focuses on career growth. Whether it's Cybersecurity, Blockchain or Digital Marketing, the trainers are super helpful and the learning is very practical.

  • image
    Barkelo Gaonkar

    Avanteia Courses are industry-ready and job-focused. I loved the practical sessions, internship support, and certifications. If you're in Goa and serious about IT skills, this is the place to join.

🛣️ Machine Learning Roadmap for Beginners

Begin your machine learning journey with essential concepts, Python skills, and practical knowledge of algorithms, tools, and workflows.

1
Step 1
📘

Machine Learning Beginner

Start your ML journey by learning the basics of ML, Python programming, data preprocessing, and probability & statistics.

2
Step 2
📊

Machine Learning Level 01

Advance your ML skills with supervised and unsupervised learning, model evaluation, and feature engineering.

3
Step 3
🚀

Machine Learning Level 02

Master ensemble methods, advanced algorithms, optimization, and practical ML applications.

4
Step 4
🧑‍💻

Internship

Work on real datasets and ML projects during a free, 1-year internship to apply knowledge in practice.

1 Year
FREE
5
Step 5
📝

Mini Project

Apply ML concepts through guided mini projects involving real-world datasets and scenarios.

6 Months
6
Step 6
💼

Expected Jobs

Step into the fast-growing machine learning industry with roles such as ML Engineer, Data Analyst, and ML Researcher.

ML Engineer
Data Analyst
ML Researcher
Data Scientist
🎯

🏆 Career Destinations

Entry-level (India)
₹4–8 LPA
Mid-level (India)
₹9–18 LPA
Senior-level (India)
₹20–35 LPA+
🌎 Global Roles
$50,000–$100,000