Data Analyst Program

Introduction to data and data types

Descriptive statistics and measures of spread

Correlation and distribution analysis

Fundamentals of statistical functions and metrics

Data entry, formatting, and basic formulas

Sorting, filtering, and data cleaning

Advanced lookups and logical functions

PivotTables, PivotCharts, and data visualization

Introduction to databases and SQL fundamentals

Joins, keys, and relationships

Filtering, grouping, and aggregating data

Hands-on SQL project for analytics

Introduction to Power BI and architecture

Connecting and preparing data using Power Query

Data modelling with star and snowflake schemas

Building interactive dashboards and reports

Getting started with Python and data types

Numerical computing with NumPy

Data manipulation and analysis with Pandas

Exploratory data analysis (EDA)

Supervised learning – classification and regression

Model training, validation, and evaluation metrics

Performance measurement using accuracy, precision, recall, and F1 score

Understanding R², MSE, RMSE, and MAE

Understanding LLMs and multimodal AI

Prompt engineering and structured prompting

Handling AI limitations like hallucination and bias

Zero-shot, few-shot, and chain-of-thought prompting

Fine-tuning models using RAG and PEFT

Using Hugging Face and OpenAI playgrounds

Automating workflows with n8n and Zapier

AI tools for analytics and applied intelligence

Real-world case studies using Power BI and Python

Business insights and performance dashboards

End-to-end data processing and analysis pipelines

Industry-aligned mini and major projects

Getting Started with Tableau: Installation and Basics

Creating and Working with Different Chart Types

Data Visualizations with Filters, Hierarchies, and Drilldowns

Creating Dashboards and Stories

Advanced Functions: Parameters, Forecasting, and Relationships

NLP, Text Preprocessing, Bag of Words

TF-IDF, Word Embeddings, ANN – Basics, Neuron Model

Activation Functions, Neural Network Architecture

Forward Propagation, Backpropagation, CNN

Convolution Operation, Padding, Stride, Pooling Layers, RNN

Recurrent Connections, LSTM, GRU

Basics of Cloud Computing and Azure Fundamentals

Introduction to Azure SQL Database and Data Factory

Working with Azure Databricks for big data processing

Integration with Delta Lake and Azure Synapse Analytics

Crafting an impressive resume and excelling in interviews are essential steps toward landing your dream job. This helps you to learn key strategies to prepare for interviews, present your skills confidently, and leave a lasting positive impression on potential employers.

Under the much needed awareness of learning in today's world, we delve into the art of effective learning. Discover the science behind efficient study techniques, information retention, and continuous skill acquisition. Gain the edge in your career by mastering the skill of learning itself.

Confidence is the cornerstone of success. Our confidence-building session explores practical strategies to boost self-assurance, enhance your communication skills, and project a strong, professional image in any situation.

Emotional intelligence is a key driver of effective leadership and teamwork. Explore the depths of self-awareness, empathy, and interpersonal skills in this session, enabling you to navigate professional relationships with finesse.

Time is a precious resource, and mastering its management is vital. Our time management session equips you with strategies to prioritize tasks, set achievable goals, and maintain a healthy work-life balance.

Innovation is at the heart of success. Develop problem-solving prowess and foster creativity through design thinking methodologies. Learn how to tackle challenges with a systematic and innovative approach.