Course Details

Artificial Intelligence and Machine Learning
Why should you take our Artificial Intelligence Course Training?
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By enrolling in our AI course, you will learn about machine learning, neural networks, natural language processing, and more.
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In the near future, AI will make us feel that life is speeding up. Human behavior will change and industries will be radically transformed.
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Choose AION TECHNOLOGY for quality education and a promising future in the world of technology and become a successful AI expert.
- Train,Test & Validation Distribution
- ML Strategy
- Computation Graph
- Evaluation Metric
- Human Level Performance
- Linear Regression
- Logistic Regression
- Gradient Descent
- Decision Tree
- Random Forest
- Bagging & Boosting
- KNN

- Basic Programming
- NLP Libraries
- OpenCV

- Sampling & Sampling Statistics
- Hypothesis Testing
Basic Statistics
- Derivatives
- Optimization
Calculus
- Function
- Scalar-Vector-Matrix
- Vector Operation
Linear Algebra
- Space
- Probability
- Distribution
Probability

- Train, Test & Validation Set
- Vanishing & Exploding Gradient
- Dropout
- Regularization
Practical Aspect
- Bias Correction
- RMS Prop
- Adam, Ada, AdaBoost
- Learning Rate
- Tuning
- Softmax
Optimization

- Scikit Learn
- NLTK
- Spacy & Gensim
- OpenCV
- Tensorflow
- Keras
CNN
- Representation
- Data Cleaning
- Data Preprocessing
- Similarity
Text Processing
- Image
- Image Transformation
- Filters
- Noise Removal
- Video Processing
Image Processing

- Business Case evaluation
- Data requirements and collection
- Evaluation metrics
Introduction to Machine Learning
- Profit of 50_startups data prediction
- Extra marital affair prediction
- Fraud data analytics
- Fabric sales analysis
Machine Learning
- Resource Information Analysis
- Text Cleaning of Customer reviews using NLP
- Image Manipulation (Loading, Rotation etc.)
Python Programming
- Sampling & Sampling Statistics
- Hypothesis Testing
- Calculus Problems
- Linear Algebra Problems
- Probability Problems
Mathematics Foundation
- Risk Evaluation
- Prediction of claim amount
- Probability Problems
Parameter & Hyperparameter
(2 ANN assignments+ 2 Parameter and hyperparameters)
- Machine Translation
- New Image generation based on existing images
Generative
- Game Intelligence
Reinforcement Learning
