Mukunda

[Mukunda @m76760052]

#LSPPDay46
- Started my PyTorch journey by learning tensors, tensor operations, and automatic differentiation (Autograd).
- Understood how gradients are computed and tracked for training neural networks.
#60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay45
- Implemented the Cliff Walking environment using Gymnasium.
- Explored the agent-environment interaction loop by resetting the environment, taking actions, and observing state transitions and rewards.
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay44
- Learned the core reinforcement learning paradigms: model-based vs. model-free and exploration vs. exploitation.
- Understood Dynamic Programming, Monte Carlo, and Temporal Difference learning.
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay43
- Implemented Value Iteration and Q-Learning for reinforcement learning
- Learned how agents estimate optimal actions through val updates
- Explored policy improvement & convergence in Markov Decision Processes
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay42
- Learned the fundamentals of Reinforcement Learning through Markov Decision Processes
- Understood states, actions, transition probabilities, rewards, and discounted returns
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay41
- Developed a React.js interface for the potato disease classifier
- Continued improving the project's user interface
- Started building the mobile application with Flutter
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay40
- Deployed the potato disease classifier behind a FastAPI service
- Created an image upload endpoint for model inference
- Validated end-to-end predictions with Postman
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay39
- Built and trained a CNN for potato disease classification
- Evaluated model performance using accuracy and loss metrics
- Generated predictions on test images and exported the trained model
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay38
- Started building a potato disease classification project with TensorFlow
- Loaded and explored the PlantVillage dataset
- Implemented dataset partitioning, preprocessing, caching, and data augmentation
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay37
- Implemented the K-Nearest Neighbors (KNN) algorithm on the Wine dataset
- Performed EDA, feature scaling, and model evaluation
- Tuned the value of K to identify the optimal model performance
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay36
- Implemented a baseline duplicate question detector using Bag of Words
- Enhanced the model with basic feature engineering alongside Bag of Words
- Evaluated how feature engineering impacted model accuracy
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay35
- Started working on a Quora Question Pairs project
and performed initial EDA to understand the dataset and target distribution
- Analyzed duplicate questions, class imbalance, and question frequency
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay34
- Built a strong understanding of the Transformer architecture
- Learned how positional encoding and self-attention capture context
- Explored encoder-decoder models, multi-head attention and language generation
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay33
- Implemented POS tagging and token analysis using spaCy
- Explored coarse and fine-grained POS tags with dependency parsing
- Visualized sentence structure using spaCy's dependency parser
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay32
- Implemented an end-to-end sentiment analysis pipeline
- Preprocessed IMDb reviews and generated Bag of Words features
- Trained and compared Naive Bayes and Random Forest models
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay31
- Implemented Word2Vec using Gensim on a custom text corpus
- Analyzed semantic relationships through similarity and analogy tasks
- Reduced embedding dimensions with PCA for 3D visualization
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay30
- Implemented text vectorization techniques
- Built One-Hot Encoding, Bag of Words, and N-Gram representations
- Applied TF-IDF for feature extraction from text
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay29
- Implemented text preprocessing for NLP
- Cleaned text by removing HTML, URLs, punctuation, numbers, and stopwords
- Implemented tokenization, stemming, lemmatization, and handling of emojis and chat words
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay28
-Learned the complete NLP pipeline from data collection to deployment
-Understood the purpose of each stage with text preparation and feature engineering
-Explored how these steps work together to build NLP apps
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog

[Mukunda @m76760052]

#LSPPDay27
- Started NLP today with basics of NLP and the problems it solves
- Learned about the common usecases & NLP approaches
- Understood key challenges in language processing
@lftechnology #60DaysOfLearning2026 #LearningWithLeapfrog