Machine Learning algorithms are the core of Artificial Intelligence that help systems learn from data and make smart decisions.
#DeepLearning #KNN #SVM #RandomForest #NaiveBayes #Clustering #LearnAI #TechEducation #GenAI #ShyamTechnologies
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Day 63 of ML revision !!
KNN looks simple… until you see:
K=1 → overfitting
K=15 → underfitting
The real skill is finding the balance.
#MachineLearning #DataScience #KNN #AI #LearningInPublic #BuildInPublic #100DaysOfCode #Python
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After years building search systems at hundreds of billions of records, here's what I learned about scaling vector search from kNN to HNSW to DiskANN. - hackernoon.com/from-exact-knn… #rag #knn
From Exact kNN to DiskANN: The Evolution of High-Performance Vector Search | HackerNoon
After years building search systems at hundreds of billions of records, here's what I learned about scaling vector search from kNN to HNSW to DiskANN.
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Day 11 of #100DaysOfDataScience 📊
Started Wine Classification Case Study 🍷
Loaded dataset using pandas
Cleaned data (removed null values)
Separated features & target
Split data into training & testing sets
#KNN #DataScience #MachineLearning #Python #DataAnalytics #CodingJournea5
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Learned KNN today — also explored hyperparameter tuning with GridSearchCV & Cross Validation 🔍
Accuracy: 91.8% | Precision: 93.5% | Recall: 90.6% | F1: 92%
Best K = 7. Small tweak, big difference ��
#KNN #ML #DataScience #CodingJourney #Codinv8
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Built a KNN classifier on the Social Network Ads dataset 📊
✔ Feature scaling applied
✔ Tested K
✔ Best Accuracy: 90%
✔ Evaluated with Confusion Matrix
Grateful to my mentor@iamihansari 🙏
GitHubgithub.com/SayliThukral/m…5i�
#MachineLearning #KNN #Python
machine_learning/social_network.ipynb at main · SayliThukral/machine_learning
Contribute to SayliThukral/machine_learning development by creating an account on GitHub.
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