#100DaysofML Day 23 & 24:

🔍 used GAN to generate synthetic data

🔍 used pre-trained ResNet50 CNN to identify signs of deforestation & pollution in satellite images of Amazon rainforest🌲🔥

💡 transfer learning saves time/resources

#100DaysOfCode #buildinpublic

Day 22 of #100DaysOfML

- reinforcement learning for poverty alleviation programs
- implemented Q-learning algorithm & explored agent-environment interaction. the struggle was real🫠
- @newyouai reached 200+ users since launch!🎉

#100DaysOfCode #buildinpublic #newyouai

Day 21 of #100DaysOfML (yesterday's update)

-built air pollution forecasting model with LSTM
-developed fault detection system + face mask detector for @tsfsingapore👩🏻‍💻

#100DaysOfCode #buildinpublic #buildinginpublic #gripmay2023

Day 19: #100DaysOfML

- explored RNNs, seq2seq models, & text-generating RNNs w/ corruption perception index data
-wrote blog on ML & DL for non-tech folx

Day 20:

- forecasted future poverty rates
- pushed my brain to new limits with app dev

#100daysofcode #buildinpublic

Day 18 of #100DaysOfML

Built a Carbon Footprint Estimator web app using python, flask & js. Great way to understand the impact of our daily activities on the environment.

Studied anki & added new question abt precision and recall.

#100daysofcode #buildinpublic #techforgood

Day 17 of #100DaysOfML

✓Built Naive Bayes text classifier with scikit-learn for categorizing posts. I enjoy visuals, so I added a heat map🔥
✓Revised GitHub structure for better organization
✓Anki: Comparing dimensionality reduction methods

#100daysofcode #buildinpublic

🚀 Just finished Day 15 of #100DaysOfML: Natural Language Processing (NLP)

- NLP: tokenization and stemming📚🤖
- new anki interview Q about decision tree pruning🌳

#machinelearning #NLP #tokenization #stemming
#python #datascience
#100DaysOfCode #buildinpublic

Day 14 of #100DaysOfML

- tackled CNNs for image classification w/tf & keras on CIFAR-10 dataset
- explored generative vs discriminative models
- worked on research summary 'Deep Reinforcement Learning Framework for Column Generation'

#100DaysofCode #buildinpublic #neuralnetwork

Day 13 of #100DaysOfML

- SVMs conquered
- adjusted #100Days challenge & anki questions
- today's interview Q: Probability vs. Likelihood
- 1 codewars done
- began hunt for #prompthacks23 teammates

#AI #machinelearning #svm #python #100DaysOfCode #buildinpublic

Day 12 of #100DaysOfML

- decision trees & random forests
- performed unit test to ensure functionality
- new anki interview Q: How does an ROC curve work?

#MachineLearning #100DaysofCode #buildinpublic

Days 10-11 #100DaysOfML

- RNNs, text generation w/ TensorFlow & Keras
- Anki ML Q: Cross-validation methods
- Data preprocessing & feature engineering on Titanic dataset, visualization, unit testing

#100DaysofCode #buildinpublic #100daysofMachineLearning #DeepLearning

Day 3 of #100DaysOfML
-Learning how to plot visualisations and getting insights of the data.
-Finding correlation among several attributes.
-Cleaning the data.
-Continued with house price prediction model.
#MchineLearning #AI #buildinpublic #OpenSource

Day 3 of #100DaysOfML
-Learned about train test split manually as well as scikit-learn.
-Disadvantages of splitting data manually and all the stratified bias involved with it.
-Implemented the code and updated GitHub.
#MachineLearning #DataScience
#AI #opensource #buildinpublic

Day 2 of #100DaysOfML
-Learned the problems related to data and models
-Started with a project:- house price prediction
-Studied hyperparameter tuning and parameter testing
#MachineLearning #DataScience #AI #OpenSource #buildinpublic

Day 1 of #100DaysOfML
-Read about fundamentals of Machine Learning and various types.
-Implemented simple linear regression using python and sci-kit learn.
-Updated GitHub repository.
#MachineLearning #buildinpublic
#AI #DataScience

From tomorrow I'll be starting my Machine Learning and Data Science journey. I'll be posting daily updates on twitter. Also I will take the #100DaysOfML challenge. #MachineLearning #DataScience
#buildinpublic #AI #OpenSource.
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