Active Course
Artificial Intelligence
About this course
A comprehensive diploma program in Artificial Intelligence covering Python programming, mathematics for AI, data analysis, SQL, supervised and unsupervised machine learning, deep learning, computer vision, NLP, and AI model deployment.
Course Curriculum
• Introduction to Artificial Intelligence
• AI vs Machine Learning vs Deep Learning
• History of AI
• Types of AI
• Applications of AI
• AI Workflow
• Real-world AI Products
• Career Opportunities
• Python Fundamentals
• Variables
• Data Types
• Operators
• Loops
• Functions
• Lists
• Dictionaries
• File Handling
• Exception Handling
• OOP in Python
• Linear Algebra
• Vectors
• Matrices
• Probability
• Bayes Theorem
• Statistics
• Mean
• Variance
• Correlation
• NumPy Arrays
• Array Operations
• Pandas DataFrames
• Data Cleaning
• Missing Values
• Filtering
• Aggregation
• Matplotlib
• Seaborn
• Plotly
• Bar Charts
• Line Charts
• Scatter Plots
• Heatmaps
• SQL Basics
• SELECT
• WHERE
• GROUP BY
• HAVING
• Joins
• Views
• Types of ML
• Datasets
• Feature Engineering
• Training & Testing
• ML Pipeline
• Linear Regression
• Logistic Regression
• Decision Trees
• Random Forest
• SVM
• KNN
• Naive Bayes
• K-Means
• DBSCAN
• Hierarchical Clustering
• PCA
• Recommendation Basics
• Accuracy
• Precision
• Recall
• F1 Score
• ROC
• Cross Validation
• Overfitting
• Hyperparameter Tuning
• Neural Networks
• Activation Functions
• Backpropagation
• TensorFlow
• Keras
• PyTorch
• OpenCV
• Image Classification
• Object Detection
• OCR
• YOLO
• Tokenization
• TF-IDF
• Word Embeddings
• Sentiment Analysis
• NER
• Attention
• BERT
• GPT
• Llama
• Mistral
• Gemma
• Qwen
• LLMs
• Text Generation
• Code Generation
• Image Generation
• Tokens
• Context Window
• System Prompts
• Few-shot
• Chain of Thought
• Structured Outputs
• Prompt Templates
• OpenAI APIs
• Gemini APIs
• Hugging Face APIs
• Authentication
• Rate Limits
• Hub
• Transformers
• Datasets
• Pipelines
• Spaces
• Chains
• Memory
• Agents
• Tools
• Output Parsers
• Indexing
• Retrieval
• Document Loading
• Query Engine
• Embeddings
• FAISS
• ChromaDB
• Pinecone
• Qdrant
• Document Loading
• Chunking
• Retrieval
• Context Injection
• Knowledge Base
• Agent Architecture
• Function Calling
• Memory
• Automation
• Multi-Agent Systems
• AI Chatbots
• Document AI
• Resume Analyzer
• Content Generator
• AI SaaS
• FastAPI
• Docker
• Cloud Deployment
• Monitoring
• Logging
• AWS
• Azure
• Google Cloud
• Vertex AI
• SageMaker
• RunPod
• Responsible AI
• Bias
• Hallucinations
• Prompt Injection
• Privacy
• AI Chatbot
• Chat with PDF
• AI Resume Analyzer
• AI Research Assistant
• Customer Support Bot
• Final AI Engineering Project
• TECHNOLOGY STACK COVERED
• Python | NumPy | Pandas | Matplotlib | Seaborn | SQL | Scikit-learn | TensorFlow | PyTorch | OpenCV | NLP |
• Transformers | Hugging Face | OpenAI APIs | Gemini APIs | LangChain | LlamaIndex | FAISS | ChromaDB |
• Pinecone | Qdrant | RAG | AI Agents | FastAPI | Docker | Git | GitHub | AWS | Vercel
Hands-on Projects
Industry Capstone Project
Real World Case Studies
Key Skills Covered
- Python & Data Analysis
- Mathematics for Machine Learning
- Supervised & Unsupervised Learning
- Neural Networks & Deep Learning
- Computer Vision & OpenCV
- Natural Language Processing
- AI Model Evaluation & Deployment
Technologies Covered
Python
NumPy
Pandas
Scikit-Learn
TensorFlow
PyTorch
OpenCV
SQL
Course Details
Duration
12 Months
Certificate
Upon completion
Start Date
Flexible
Instructor
CDC Training Services Pvt.Ltd