Novice II
Unlock at Level 2
Novice II
Hands-on experience with AI tools, basic data preprocessing techniques, and introductory machine learning algorithms.
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Novice III
Unlock at Level 3
Novice III
Exploration of supervised and unsupervised learning methods, understanding model evaluation.
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Novice IV
Unlock at Level 4
Novice IV
Introduction to Advanced topics in AI, including deep learning basics, neural network architectures, natural language processing.
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Advanced I
Unlock at Level 5
Advanced I
Dive deep into advanced machine learning algorithms, optimization techniques, and model tuning for improved performance
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Advanced II
Unlock at Level 6
Advanced II
Specialized topics in AI, including reinforcement learning, generative adversarial networks (GANs), and time series forecasting.
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Advanced III
Unlock at Level 7
Advanced III
Advanced deep learning concepts, such as convolutional neural networks (CNNs), recurrent neural networks (RNNs).
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Advanced IV
Unlock at Level 8
Advanced IV
Mastery of AI deployment strategies, model scaling techniques, and real-world AI project management skills for complex applications.
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Feedforward Neural Networks (FNN)
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Feedforward Neural Networks (FNN)
Basic type of neural network where information flows in one direction, from input to output layer.
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Recurrent Neural Networks (RNN)
Unlock at Level 5
Recurrent Neural Networks (RNN)
Neural networks designed to handle sequential data by incorporating feedback loops, allowing information to persist over time.
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Long Short-Term Memory Networks (LSTM)
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Long Short-Term Memory Networks (LSTM)
A type of RNN architecture specifically designed to overcome the vanishing gradient problem and capture long-term dependencies in sequential data.
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Gated Recurrent Unit (GRU)
Unlock at Level 6
Gated Recurrent Unit (GRU)
Another type of RNN architecture similar to LSTM but with a simpler gating mechanism, making it computationally more efficient.
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Convolutional Neural Networks (CNN)
Unlock at Level 6
Convolutional Neural Networks (CNN)
Neural networks designed for processing grid-like data, such as images, by using convolutional layers to extract features hierarchically.
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Generative Adversarial Networks (GAN)
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Generative Adversarial Networks (GAN)
A class of neural networks consisting of two networks, a generator and a discriminator, trained simultaneously to generate realistic data samples.
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Autoencoders
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Autoencoders
Neural networks for unsupervised learning tasks by learning to reconstruct input data typically used for dimensionality reduction and feature learning
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Deep Belief Networks (DBN)
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Deep Belief Networks (DBN)
A type of generative neural network composed of multiple layers of stochastic, latent variables, trained using unsupervised learning algorithms.
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Self-Organizing Maps (SOM)
Unlock at Level 5
Self-Organizing Maps (SOM)
A type of neural network used for dimensional reduction, particularly useful for visualizing high-dimensional data in lower-dimensional spaces
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Radial Basis Function Networks (RBFN)
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Radial Basis Function Networks (RBFN)
Neural networks with radial basis functions as activation functions, commonly used for function approximation and classification tasks.
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Hopfield Networks
Unlock at Level 6
Hopfield Networks
A type of recurrent neural network used for associative memory and pattern recognition tasks, with stable states corresponding to stored patterns.
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Boltzmann Machines
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Boltzmann Machines
A type of stochastic neural network used for unsupervised learning tasks, particularly in modeling the joint distribution of binary data.
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ChatGPT - Getting Started
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ChatGPT - Getting Started
Access ChatGPT through the platform of your choice, such as the OpenAI website or integrated applications.
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Build a ChatBot (API + Javascript)
Unlock at Level 2
Build a ChatBot (API + Javascript)
Learn to build a ChatBot using JavaScript, empowering your website with interactive conversational capabilities.
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Business Data Organization (SOMs)
Unlock at Level 4
Business Data Organization (SOMs)
The art of training Self-Organizing Maps (SOMs) to efficiently organize and categorize complex data sets and AutoEncoders
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