Nenad Bozinovic
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Projects
Projects
Chatbot based on OpenAI’s GPT-4
Comparing Transformers and CNNs on the SpaceNet8 Flood Detection Challenge
Detecting solar panels from satellite images
Exploring OpenAI API
Image Regression
Pet Breed Classification
Bear classifier
Labeling
Multi-label classification
Transfer learning
Rock paper scissors
Multiclass image classification
Torchvision, Conversions, Samplers
Binary image classification
Binary Classification
Feature Engineering
Quadratic function fitting
Linear Regression
Tips
Cloud
Docker
Paperspace
AWS basics
Manage EC2 via CLI
Creating an Image Pipeline with EC2 Image Builder
Auto Scaling Group
AWS Lambdas with layers and from containers
AWS SQS, SNS, and Kafka
AWS Glue
Application Integration
Hosting a static website via AWS EC2 and Lambda
Host Web App
GitHub Actions with access to AWS
AWS RDS
Jarvislabs.ai
Kubernetes
Terminal
Environments
zsh
Design Patterns
Creational
Structural
Behavioral
PyTorch
Augmentations
Convolutions
Loss
Metrics
Models
Tensor
Backpropagation
Python
Datetime
FileIO
Functools
Pathlib
PIL
PyTest
Regex
Numpy
PyData
copy
module
Set operations
Visualizations
Python General
Jupyter
Images
Kernels
Jupyter General
Matplotlib
FastAI
Azure
FastAI
HuggingFace
nbdev
Misc
Git
Latex
OS
Custom domain
Kaggle
Statistics
WSL
Video capture and processing
Categories
All
(18)
Projects
Chatbot based on OpenAI’s GPT-4
A simple chatbot was developed based on OpenAI’s GPT4 model (specifically
gpt-4-1106-preview
). APIs were called by AWS Lambda, supporting both
requests
and
boto3
library…
Feb 8, 2024
Nenad Bozinovic
Exploring OpenAI API
From
Educative.io Exploring OpenAI API
.
Jan 24, 2024
Comparing Transformers and CNNs on the SpaceNet8 Flood Detection Challenge
This project explores the SpaceNet8 Challenge, which aims to detect floods caused by hurricanes and heavy rains. We compared a variety of transformer and CNN segmentation…
Jun 18, 2023
Nenad Bozinovic, Adrian Stoll, Naijing Guo
Feature Engineering
From educative.io
course
.
Mar 24, 2023
Image Regression
Biwi Kinect Head Pose dataset
Mar 15, 2023
Multi-label classification
From
Practical Deep Learning for Coders
book
by Jeremy Howard and Sylvain Gugger. PASCAL 2007 dataset.
Mar 13, 2023
Pet Breed Classification
Multi-class classification using FastAI
Mar 9, 2023
Bear classifier
Using FastAI
Feb 17, 2023
Labeling
Using LabelMe
Jan 26, 2023
Transfer learning
Using pre-trained AlexNet
Jan 17, 2023
Detecting solar panels from satellite images
Jan 17, 2023
Nenad Bozinovic
Rock paper scissors
Multiclass image classification
Nov 20, 2022
Multiclass image classification
On a simple image dataset
Nov 10, 2022
Torchvision, Conversions, Samplers
On conversions and transforms
Nov 3, 2022
Binary image classification
On a simple image dataset
Oct 27, 2022
Binary Classification
On Scikit-Learn’s make_moons
Oct 20, 2022
Quadratic function fitting
Using deep learning
Oct 13, 2022
Linear Regression
Using deep learning
Oct 5, 2022
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