Data Science Course
Updated Syllabus 2025
Our Courses
Why should you learn from us?
SMEClabs is the training division of SMEC Automation Pvt. Ltd., a company with extensive experience
in Data Science, ensuring their curriculum is aligned with real-world applications. We are a robust data science team that provides hands-on, industry-focused training with a strong emphasis on practical skills. Our courses are taught by seasoned specialists in the field of Data Science, making
graduates highly employable.
Job Roles
- Data Analyst
- Machine learning engineer
- Machine learning specialists
- Business Analyst
- Big Data Engineer
- Big Data Analyst
- Hadoop/Spark specialist
- AI Engineer
- AI Specialists
- NLP Engineer
- Computer Vision Engineer

Who can learn?
An individual with Tech Degree, ITI, Diploma, B-Tech & Above from a recognised university.
1000+ Industrial Automation Placements 2024 - 2025 (India & GCC)
We are committed to ensuring that our students find meaningful employment in top-tier companies.Our placement assistance program works tirelessly to connect you with top manufacturing, automation, and instrumentation companies. We partner with leading industry giants to ensure our students are well-prepared and placed in suitable roles.
Here’s What We Teach
What You'll Master
Python
- Flow controls
- Data Structures
- Functions
- Modules
- Exception Handling
- File Handling
- Object Oriented Programming
Statistical & Mathematical essentials
- Qualitative Data-Quantitative Data
- Linear Algebra
- Statistical Methodologies
- Visualizations
Exploratory Data Analytics
- Data Preprocessing
- Data Wrangling
- Analytics with Pandas
- Data Visualizations
SQL and NoSQL
- Collections and Tables
- Merge and Embed Documents
- Aggregations
- Data Manipulations
- Datetime
- Data Analytics with SQL and NoSQL
Machine Learning
- Workflow and Model Selection
- Dimensionality Reduction Techniques
- Hyper Parameter tuning
- Outlier analysis
- Model saving
R Programming
- Data Structures
- Modules
- File Handling
- Machine learning
Bigdata
- Java & Scala Essentials
- Hadoop
- HDFS Architecture AND Components
- YARN
- Data Block
- Map Reduce
- HDFS Command Line
- Spark
- Spark Architecture
- Spark Shell
- PySpark
- RDD Context
- Broadcast and Accumalator
Artificial Intelligence
- Linguistic Resources
- Syntactic Analysis
- Semantic Analysis
- Part of Speech Tagging
- Information Retrieval
- Computer Vision
- Image Manipulations
- Reading webcam and videos
- Detection and Tracking
- Speech Recognition
- TensorFlow Keras and PyTorch
- Building and Training Models
- Transfer Learning
- ANN & CNN
Advanced Artificial Intelligence
- Hugging Face ,Yolo and LLM
- Hugging Face pretrained models
- Yolo pre-trained models
- Transformers
- Object detection
- LLM building
- LangChain and Llama
- Text Summarization
Excel
- Worksheets in Excel
- Manipulating cells
- Formulas
- Formatting calculations
- Functions
- Pivot Tables
- Charts
Data Visualization
- Power BI
- Architecture Components
- Connect to Data
- Data Sources
- Filters
- DAX
- Power Query
- Visualizations
- KPI
- Dashboards
- Tableau
- Architecture
- Data Structures
- Functions
- Joins
- Manipulating
- worksheets
- Dashboards
Comparison
9 Months
Masters in Data Science with AI & ML
- Python
- Statistical Essentials
- Mathematical Essentials
- Exploratory Data Analytics
- SQL
- NoSQL
- Machine Learning
- R Programming
- Java
- Hadoop
- Scala
- Spark
- PySpark
- AI-NLP
- Al-OpenCV
- Al-Tensor Flow
- Al-Keras
- Al-PyTorch
- Al-Hugging Face
- Al-Yolo
- AI-LLM
- Excel
- Power BI
- Tableau
6 Months
Professional Certification in AI & ML
- Python
- Statistical Essentials
- Mathematical Essentials
- Exploratory Data Analytics
- SQL
- NOSQL
- Machine Learning
- AI-NLP
- Al-OpenCV
- Al-TensorFlow
- Al-Keras
- Al-PyTorch
- Al-Hugging Face
- Al-Yolo
- AI-LLM
- Excel
- Power BI
- Tableau
6 Months
Professional Certification in Data Science
- Python
- Statistical Essentials
- Mathematical Essentials
- Exploratory Data Analytics
- SQL
- NOSQL
- Machine Learning
- Java
- Hadoop
- Scala
- Spark
- PySpark
- AI-NLP
- Al-OpenCV
- Al-TensorFlow
- Al-Keras
- Al-PyTorch
- Excel
- Power BI
- Tableau
6 Months
Professional Certification in AI & ML
- Python
- Statistical Essentials
- Mathematical Essentials
- Exploratory Data Analytics
- SQL
- NOSQL
- Machine Learning
- R Programming
- Excel
- Power BI
- Tableau