Gülsüm BudakoğluMastering Similarity Searches: Building a Faiss Index with Cosine SimilarityLearn how to create a faiss index and use the strength of cosine similarity to find cosine similarity score.·11 min read·Oct 28, 2023--1--1
Gülsüm BudakoğluDeveloping a Diffusion DreamBooth Model on HuggingFace SpaceThe process of fine-tuning a DreamBooth model, saving it on HuggingFace Model Cards, and setting up a space using the Gradio SDK.·5 min read·Oct 15, 2023--1--1
Gülsüm BudakoğluEmpowering Fine-Tuned Sentence Similarity with XGBoostBoosting Sentence Similarity Accuracy: How to Fine-Tune Pre-Trained Model and Boost Scores with XGBoost in Python: A Step-by-Step Guide·6 min read·Oct 3, 2023--1--1
Gülsüm BudakoğluRethinking Large Language Models for NLP: Alternatives and EfficiencyExamining alternative approaches for accurate and resource-efficient NLP solutions, moving beyond LLMs.·7 min read·Jun 6, 2023----
Gülsüm BudakoğluHyper-parameter Tuning Through Grid Search and OptunaGiving Information about Hyper-parameter Tuning Methods and Code Analysis of Grid Search ann Optuna·5 min read·Mar 26, 2023--2--2
Gülsüm BudakoğluThe Rise of Sentence-BERT: A Game-Changer for Semantic SearchExplore the differences between BERT and Sentence-BERT(S-BERT) for NLP tasks, where S-BERT enhances BERT by adding a pooling operation.·5 min read·Mar 8, 2023--1--1
Gülsüm BudakoğluOptimizing Python Performance with IPython Magic CommandsProfiling and timing codes which help you identify and optimize performance bottlenecks and memory usage in your Python code.·4 min read·Mar 1, 2023--1--1
Gülsüm BudakoğluFrom SentenceTransformer(): Transformer and Pooling ComponentsTransformer and Pooling components which are coming from Bert’s pre-trained model in the SentenceTransformer object.·4 min read·Feb 20, 2023--2--2
Gülsüm BudakoğluCalculating sentence similarity using Bert ModelIn this post, we load the Pre-Trained model with the HuggingFace Transformers to calculate cosine similarity scores for sentences.·3 min read·Jan 30, 2023----