Unique Online Classes & Pre-Recorded Courses

In this course, we will explore Thillana, a vibrant and energetic part of Bharatanatyam. Students will learn:

• 3 Mai's
• 2 Jatis - Trikala Jati
• Jati
• Panchajati – 5 Jatis
• Anupalavi - Abhinaya
• Last Jati

Lesson Name: Thillana

• Nritta (Pure Movements) 
• Anupallavi with Nritya (Abhinaya)
• Panchajatis- laya (tempo)
• Tala (Rhythm)

Lessons schedule  - Tuesday
Timings- 5.30 pm- 6.30 pm

Having a strong background in the fundamentals of AI/ML is crucial for building real-world applications that automate and optimize your lifestyle. Artificial Intelligence and Machine Learning precisely describe how to train our application to learn from the data, analyze it, and gain decisive abilities. 

Lesson 1: Introduction to Artificial Intelligence and Machine Learning

• What is AI? What is ML? Differences between AI, ML, DL, and Data Science
• Real-world applications
• History and evolution of AI
• Types of ML: Supervised, Unsupervised, Reinforcement Learning
• Tools setup: Python, Jupyter Notebooks, Google Colab

Lesson 2: Python for AI/ML

• Python basics recap: variables, data types, functions, control flow
• Libraries for ML: NumPy, pandas, matplotlib
• Hands-on with data loading, preprocessing, and visualization

Lesson 3: Mathematics for ML - Part 1

• Linear Algebra essentials: vectors, matrices, dot product
• Applications in ML
• Numpy-based matrix operations

Lesson 4: Mathematics for ML - Part 2

• Probability and Statistics basics
• Mean, median, variance, standard deviation
• Distributions, correlation vs. causation

Lesson 5: Supervised Learning - Regression

• Linear regression (Simple and Multiple)
• Cost function, gradient descent
• Evaluation metrics: MAE, MSE, RMSE, R² score
• Hands-on: House price prediction dataset

Lesson 6: Supervised Learning - Classification

• Logistic regression
• Decision trees
• Confusion matrix, accuracy, precision, recall, F1 score
• Hands-on: Email spam classifier

Lesson 7: Unsupervised Learning - Clustering

• K-means clustering
• Evaluation: Elbow method, silhouette score
• Hands-on: Customer segmentation

Lesson 8: Unsupervised Learning - Dimensionality Reduction

• Principal Component Analysis (PCA)
• Feature selection vs. extraction
• Hands-on: Visualizing high-dimensional data

Lesson 9: Model Evaluation and Tuning

• Train/test/validation split
• Cross-validation
• Hyperparameter tuning (Grid Search, Random Search)
• Avoiding overfitting/underfitting

Lesson 10: Introduction to Deep Learning

• What is Deep Learning? Neural Networks
• Perceptron, forward/backward propagation
• Brief intro to TensorFlow/Keras or PyTorch

Lesson 11: Capstone Project Work

• Students form groups or work individually
• Choose a dataset, define a problem, build and evaluate a model
• Instructor mentorship

Lesson 12: Project Presentations + Wrap-Up

• Students present their projects
• Peer review
• Course recap, next steps, career guidance, resources

We will review the use of the Present Perfect. This is a grammar tense that many people get wrong.

Students will learn how to use this tense appropriately. And then they will practice by talking with their classmates. The best way to learn grammar is through meaningful communication.

Lesson Name:  Present Perfect Tense

• The lesson covers the meaning and uses of the present perfect tense. 
• The lesson will be interactive. 
• Students will have an opportunity to speak and practice using the tense.

In-depth exploration of the "Sun Salutation A" Yoga sequence alongside invitations to practice poses, movement and guided meditations. Expect high quality videos & print materials and support from me along the way.

In this self-paced course I offer Yoga practices, including asana (poses), pranayama (breath work) and meditations suitable for intermediate level learners.

Sun Salutation A, also known as Surya Namaskar, is a sequence of poses that can improve flexibility, body awareness, and overall well-being.

Course includes:

• Instructional VIDEOS for Yoga poses and related movements & breath work in the Sun Salutation A sequence. Poses include Mountain, Upward Salute, Forward Fold, Halfway Lift, Plank, Low Plank, Cobra, Downward Facing Dog. For these I offer verbal instruction, visual demonstrations and options for pose modifications.

• Multi-page PDF with in-depth pose information, including Sanskrit name of poses.

• Guided Meditation + Breathwork Video

• Option to connect with me through the messaging system for any questions and additional support

My teaching style is informed by my training in Vinyasa Yoga. I believe that Yoga is a dynamic practice that offers many benefits and ways of engaging with the practices. As a Yoga Educator I strive to empower young learners and teens while also helping to expand their understanding of Yoga's roots and many practices.

Learners can expect high quality course materials; in addition to my work as an educator, I have a professional background in video production and graphic design. All of my videos and printable materials are mindfully created to offer experiences that are not only educational, but also beautiful and inspiring.

• In this self-paced course I offer Yoga practices, including asana (poses), pranayama (breath work) and meditations inspired by the moon.
  
  Course includes:
   
• Instructional VIDEOS for Yoga poses, related movements & breath work. Poses include Mountain, Crescent Moon, Half Moon, and more. For these, I offer verbal instruction, visual demonstrations and options for pose modifications.
• Multi-page PDF with in-depth pose information, including Sanskrit name of poses.
• Guided Meditation Video
  
  My teaching style is informed by my training in Vinyasa Yoga. I believe that Yoga is a dynamic practice that offers many benefits and ways of engaging with the practices. As a Yoga Educator I strive to empower young learners and teens while also helping to expand their understanding of Yoga's roots and many practices.
  
  Learners can expect high quality course materials; in addition to my work as an educator, I have a professional background in video production and graphic design. All of my videos and printable materials are mindfully created to offer experiences that are not only educational, but also beautiful and inspiring.