Articles tagged deep learning
10 articles
Crafting Text Generators: A Dive into Transformer Architecture
- AI Geek Programmer
- NLP
- 19 August 2023
A small decoder-based language model. Or how to use part of the Transformer architecture to generate text resembling a well-known literary work (Pytorch).
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Fine-tuning with limited hardware resources
- AI Geek Programmer
- NLP
- 26 June 2023
Efficient fine-tuning of a large language model in Google Colab using PEFT, LoRa and quantization (base model: RedPajama INCITE Chat 3B)
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Welcome tomorrow - how AI will shape the world by 2032
- AI Geek Programmer
- MACHINE LEARNING
- 17 December 2022
Some of my thoughts and predictions on how AI will change the world in the next 10 years.
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PyTorch: dividing dataset, transformations, training on GPU and metric visualization
- AI Geek Programmer
- COMPUTER VISION
- 10 April 2022
Practical tips on dividing a dataset for training, validation and testing, applying transformations, moving to a GPU and metrics visualization.
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Artificial intelligence and blockchain
- AI Geek Programmer
- ML & BLOCKCHAIN
- 14 November 2020
Artificial intelligence and blockchain are potentially an explosive mix. Both are changing our world of tomorrow. I check if they can do it together.
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Artificial intelligence - a few key concepts
- AI Geek Programmer
- MACHINE LEARNING
- 25 August 2020
This article is for everyone who needs to organize some key concepts in the field of artificial intelligence and machine learning. Read on!
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Convolutional neural network 4: data augmentation
- AI Geek Programmer
- COMPUTER VISION
- 14 March 2020
Data augmentation - train a neural network with data generators. The last part of the tutorial on convolutional neural networks.
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Convolutional neural network 3: convnets and overfitting
- AI Geek Programmer
- COMPUTER VISION
- 31 January 2020
Convnets and overfitting - the third part of a practical tutorial. Regularization techniques and practical tips for building convolutional networks.
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Convolutional neural network 1: convolutions
- AI Geek Programmer
- COMPUTER VISION
- 24 November 2019
Convolutional neural network - everything you would like to know about ConvNets, but were afraid to ask ;-). Comprehensive multipart tutorial: part 1.
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Handwritten Digit Recognition with Keras
- AI Geek Programmer
- COMPUTER VISION
- 30 August 2019
Tutorial on handwritten digit recognition using Keras, Tensorflow and Python. Step-by-step instructions and coding. Thorough explanations.
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- machine learning
- artificial intelligence
- deep learning
- shape recognition
- python
- keras
- convolutional neural networks
- numpy
- cifar10
- convnets
- tensorflow
- ai
- overfitting
- anaconda
- mnist
- pytorch
- data augmentation
- development environment
- dropout
- GPU
- nlp
- scikit-learn
- transformer architecture
- batch normalization
- blockchain
- digits dataset
- google colab
- huggingface
- internal covariate shift
- k-nn