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Huawei Certified ICT Associate-Artificial Intelligence cost is $250 USD
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Huawei AI Solutions & Applications | 5% | - Full-stack all-scenario AI strategy - Ascend chips, Atlas hardware, CANN - Edge/cloud AI deployment scenarios |
| Topic 2: Deep Learning Overview | 25% | - Neural network structure and backpropagation - Activation, loss functions, optimizers - CNN, RNN/LSTM, Transformer basics |
| Topic 3: Mathematics and Python Basics | 15% | - Linear algebra, probability, statistics, calculus fundamentals - Python syntax, data structures, libraries: NumPy, Pandas, Matplotlib |
| Topic 4: AI Overview | 15% | - Definition, history and development trends of AI - Main technical branches: ML, DL, computer vision, NLP - Typical industry applications and AI ethics |
| Topic 5: Machine Learning Overview | 20% | - Supervised, unsupervised, reinforcement learning - Common algorithms: regression, decision tree, SVM, clustering - Model training, evaluation, overfitting, underfitting |
| Topic 6: AI Development Frameworks | 20% | - TensorFlow/PyTorch basics - MindSpore framework fundamentals and operations - Huawei Cloud ModelArts, Ascend AI ecosystem |
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