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Machine Learning Course in Pune

Machine Learning Course in Pune: Skills, Syllabus, and Career Scope

Ever imagined a world where machines understand you better than you understand them? That’s Machine Learning (ML), one of the fastest-growing subsets of AI. From predicting business trends to improving diagnostic accuracy, ML is everywhere and transforming the way we live and work. 

No wonder the global market is projected to reach USD 275-278 billion by 2028! 

However, ML grabs your attention even when it comes to jobs. India alone is expected to create 2.70-2.75 million jobs by 2028, including jobs in ML.

The average annual salary of an ML professional in India ranges from ₹ 7 lakhs to ₹ 12 lakhs, making it one of the most rewarding tech careers.

Thus, whether as a technology or career, ML offers promising prospects in each area.

Now, if you’ve decided to become an ML professional, kudos to your visionary choice. But to fly high in your career, you need the right machine learning course in Pune that equips you with the necessary skills and curriculum. Let’s discover these aspects in this blog.

Skills You Can Acquire Through Machine Learning Classes in Pune

ML requires developing an exclusive skillset to build smart models and systems. An industry-oriented machine learning course in Pune helps you develop these essential skills.

  • Data Preprocessing and Analysis: You must clean your data before you train an ML model on it. Thus, the course involves learning how to preprocess data through data cleaning, normalization, and handling missing values.
  • Supervised and Unsupervised Learning: This part includes exploring various algorithms from supervised methods like regression and classification to unsupervised techniques like clustering and dimensionality reduction.
  • Deep Learning: It includes learning about neural networks and deep learning that power facial recognition, speech recognition, and self-driving cars.
  • Model Evaluation and Optimization: Building a model and making sure it works are two different things. Model evaluation and optimization involve learning how to assess model performance with metrics like accuracy, precision, recall, etc.
  • Working with Libraries and Tools: The course also helps you develop proficiency in widely used Python libraries such as Scikit-learn, TensorFlow, Keras, and PyTorch.

Syllabus of a Comprehensive Machine Learning Course in Pune

The foundation of a course is its curriculum. Therefore, you must choose a course that covers everything required to transform you into a competent ML professional. While there’s no ideal ML course, a course that covers the following, serves the purpose.

  • Python concepts
  • String, list, tuple, dict, set, frozenset, and Boolean data Types
  • Develop your own functions using Lambda statements
  • File handling operations with context managers
  • Inbuilt Python Modules and packages for data Handling
  • Exceptional Handling concept with try-except Blocks
  • Data pre-processing with regex
  • Numerical Python and Statistical Analysis
  • Different File Reading Techniques
  • Seaborn – Exploratory data analysis Library
  • Concept of Central Tendency
  • Linear Algebra and Calculus
  • Supervised Learning
  • Classification – Naive Bayes
  • Classification – Decision Tree
  • Classification – SVM (Support Vector Machine)
  • Metrics for Clustering
  • Density-based clustering
  • Understand different data types in Python
  • Learn Python built-in functions and concepts
  • Conditional statements and for, while loops
  • Generators, Decorators, and Closures
  • PDB debuggers and PyCharm Debuggers
  • Learn Design Patterns techniques with OOPS
  • RDBMS-SQLite3 database Handling
  • Dataframe and Series in Pandas
  • Introduction to SkLearn Library
  • Introduction to Statistics
  • Statistics and Probability
  • Machine learning Algorithms
  • Classification – k-Nearest Neighbor (KNN)
  • Logistic Regression
  • Linear Regression
  • Unsupervised Learning
  • K-Means: Geometric intuition, Centroids

Additionally, the course must include working on various challenging, real-world projects to build an impressive, solid, and diverse portfolio.

Career Scope in Machine Learning

The demand for ML professionals is increasing by the day for obvious reasons. Companies are hiring ML experts to build models that transform their business. 

ML is a broad domain with career opportunities for various types of professionals and skill sets. Here are some popular roles you can pursue/expect after completing an ML course in Pune.

  • ML Engineer: Design, implement, and deploy ML models to solve complex, real-world business problems across domains such as healthcare, finance, and retail.
  • Data Scientist: Use ML algorithms to derive actionable insights from massive datasets and drive data-based decisions.
  • AI Researcher: Work on cutting-edge technologies and contribute to advancements in the field of AI to help it forge ahead.
  • Business Intelligence Analyst: Use data analysis and ML techniques to enhance business processes and improve decision-making.
  • Robotics Engineer: Create intelligent systems to perform tasks autonomously.
  • Data Engineer: Build and maintain data pipelines, making large datasets accessible and prepared for analysis with ML models.

Prepared to Begin an Exciting Career Journey in ML?

ML is growing rapidly – as a technology and as a career. Therefore, millions are expected to join this stream in the near future, making it more competitive than ever before. Accordingly, only those with phenomenal skills, a valuable ML certification, and a strong portfolio will be able to outshine the rest. 

If you want to become one such professional, enroll in Ethan’s Tech’s machine learning course in Pune. It provides a comprehensive curriculum, training under experienced ML specialists, abundant practical exposure, and challenging internship opportunities.

Do you want to know more about our course, fees, batch schedule, and placement assistance? Call us at +91 95133 92223 and connect with our experts.

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