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Artificial Intelligence & Machine Learning
Jobs roles you can expect
Machine Learning Engineer
AI Research Scientist
Deep Learning Engineer
Computer Vision Engineer
NLP Engineer
Demand
High
Competition
High
Time Taken
12-18 months (due to complexity of AI/ML concepts)
Skills required
Python, R
Machine Learning Algorithms
Deep Learning (Neural Networks)
Natural Language Processing
Data Preprocessing
Reinforcement Learning
Tools Used
TensorFlow
PyTorch
Keras
OpenCV
Scikit-learn
NLTK
Communities to Learn From
Kaggle
Deep Learning AI (Coursera)
Fast.ai
TensorFlow Community
PyTorch Forums
Ideal Roadmap
Learn Python and basic statistics
Study Machine Learning algorithms
Work on projects like predictive modeling, image recognition
Master deep learning (TensorFlow/PyTorch)
Specialize in NLP or computer vision
Contribute to open-source AI projects