Machine Learning

Machine Learning course is offered by CrystalTech. We, at CrystalTech, is excited to offer a comprehensive training program in Indore, designed to equip individuals with the latest industry skills and knowledge. Our program covers various domains, including IT, web development, cybersecurity, and data analytics.

Whether you are a fresher or an experienced professional looking to upskill, Crystaltech's training program is tailored to meet your needs and help you achieve your career goals. Join us in Indore and elevate your career prospects. 

Syllabus:

• Introduction to Machine
• Learning
• What is Machine Learning?
• Types of Machine Learning (Supervised,
• Unsupervised, Reinforcement Learning)
• Applications of Machine Learning
• Machine Learning Workow
• Data Preprocessing Data Collection and Cleaning
• Data Exploration and Visualization
• Data Transformation and Feature Engineering
• Handling Missing Data
• Supervised Learning Linear Regression
• Logistic Regression
• Decision Trees
• Random Forest
• Support Vector Machines
• k-Nearest Neighbors
• Naive Bayes
• Model Evaluation and Metrics
• Cross-Validation
• Unsupervised Learning Clustering (K-Means, Hierarchical Clustering)
• Dimensionality Reduction (PCA, t-SNE)
• Association Rules
• Anomaly Detection
• Recommender Systems
• Deep Learning Introduction to Neural Networks
• Feedforward Neural Networks
• Convolutional Neural Networks (CNNs)
• Recurrent Neural Networks (RNNs)
• Transfer Learning
• Deep Learning Frameworks (TensorFlow, PyTorc
• Natural Language Processing
• (NLP)
• Introduction to NLP
• Text Preprocessing
• Word Embeddings (Word2Vec, GloVe)
• Recurrent Neural Networks for NLP
• Sequence-to-Sequence Models (LSTMs, GRUs)
• Transformer Models (BERT, GPT)
• Reinforcement Learning Introduction to Reinforcement Learning
• Markov Decision Processes
• Q-Learning
• and more