Data Science Course in Delhi

Overview of Excel Interface and Basic Functionalities, Importing Data into Excel from Various Sources, Basic Functions: SUM, AVERAGE, COUNT, etc., Introduction to More Advanced Functions like VLOOKUP, Creating PivotTables and PivotCharts, Data Visualization Using Charts and Graphs, Text Functions, Date Functions, and Data Manipulation, Introduction to Macros and Basic Automation Techniques

Sample vs. Population, Numerical (Continuous and Discrete) and Categorical, Nominal, Ordinal, Interval Scale, Ratio Scale, Measures of Central Tendency, Measures of Dispersion, Important Terminology, Types of Probability, Normal Distribution & Z Distribution, Correlation, Z Test, T Test, ANOVA, and Chi-Squared Test

This Capstone project is designed to combine practical skills in SQL, advanced Excel techniques, and foundational statistics to analyze and interpret data effectively. Participants will leverage these tools to conduct comprehensive data analysis, uncover patterns, and make data-driven decisions.

Introduction to Power BI, Building Basic Visualizations, Data Modelling in Power BI, Advanced Visualizations, Introduction to Dataflows in Power BI, Advanced Data Cleaning and Transformation, Integrating Dataflows with Power BI, Introduction to DAX, Power BI Service and Sharing, Performance Optimization, Power BI Best Practices

Python and Its Importance in Modern Day, Python IDEs and Google Colab, Data Types, Operators, Expressions, Control structures: Decision control structures, Simple If, If-Else, Nested If-Else, If-Elif-Else, Control structures: Iterative control structures (For Loop), String creation and indexing, Break and Continue statements, While loops, String manipulation and functions, Collections: List functions, Tuples & sets, Dictionary, Functions, Types of Arguments, Recursion, Lambda Functions, Higher Order Functions, Numpy Basics, Pandas, Matplotlib, Seaborn, OOPs, PyMysql

Simple Linear Regression, Multiple Linear Regression, R-Squared, Ajusted R-Squared, MSE, MAE, RMSE, Linear Regression Implementation with Python, Performance Metrics, Confusion Matrix, Accuracy, Precision, Recall, Logistics Regression Implementation with Python, Cross-validation & Types, Hyperparameter Tuning, Decision Tree Implementation with Python, Bagging, Random Forest Classifier/Regressor, RFC Implementation with Python, Boosting, XGBoost Intuition and Implementation, KNN Implementation with Python, SVM, Feature Selection, Unsupervised ML, PCA, ClusteringDeep Learning

Perceptron Indepth Intuition and Implementation, Multi-Layer Perceptron (ANN)RNN and Its Types, Introduction to NLTK, Spacy Libraries, Tokenization, Word Embeddings, Small Project to Create Word Embeddings

Evolution of NN to LLMs, What is Generative AI? What are the Types of LLMs and Applications? BERT (Bidirectional, Uses Only Encoder), GPT (Unidirectional, Uses Only Decoder), Zero-Shot Learning, How Do LLMs Work? Huggingface, What are Pre-trained Models? Use Pre-Trained Models for Applications, Basics of LangChain, Ollama, Explore Open Source LLMs, API's, Prompt Engineering, Vector Databases, Introduction to Gradio, Rag Application Using Gradio or Streamlit

This Capstone project combines an in-depth exploration of SQL, Advanced Excel, Statistics , Power BI to provide a holistic approach to data analysis and business intelligence. Participants will learn to manage, analyze, and visualize data effectively using a suite of tools and technologies to derive actionable insights and solve real-world business problems.

Go beyond the classroom and pick up cookbook recipes for real world challenges in this extras series for SQL as you prepare for interviews and recruitment tests.

Understand the layers of Snowflake's architecture: storage, computing, and services. Learn how these layers work together to provide a scalable and flexible data warehousing solution.

Learn to use the Databricks community edition, pick up core Databricks concepts, using the notebook, creating and managing clusters, DBFS and utilities. Master Dataframe transformations, mounting Azure Datalake Storage, and Databricks SQL.

Go beyond ChatGPT and leverage the power of GPT4 to build applications that use OpenAI’s APIs to build customer facing applications solving specific problems.

Learn from the basics of ADF, its interface, components, and resource creation. Explore Data movement, transformation, and pipelines. Master Scheduling and chaining pipelines and Azure SQL.

Understand Language constructs from a model training point of view. Explore tokenization, lemmatization, stemming, and tagging Parts of Speech. Learn Named Entity Recognition, TF/IDF, language model, word corpuses. Build models and train them to achieve summarization, completing, and translation tasks.

Learn Neural networks, training the model, back propagation and knowledge transfer. Explore applications of CNNs and RNNs, and understand Image recognition, natural language processing and speech recognition.

R is a powerful programming language and an open-source software widely used for statistical analysis and data visualization. Its significance extends across various fields, making it a valuable tool for researchers, data scientists, and analysts. Learn R from the basics.

Traditional Big Data tools have given way to PySpark for the Ease of Use and Data processing capabilities. Learn how to build ETL pipelines, building workflows, jobs, and optimization for real time streaming data.

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.