Machine Learning Workshop Online - Lema Labs
Sep 14 '20 | 05:00 PM (IST)
Online Event
Event Information
Lema Labs (Incubated at IIT Madras Incubation Cell) is a company founded by IIT Alumni under the guidance of faculty members of IIT Madras. We are striving to build an ecosystem for emerging technologies by providing support to stakeholders which include student community, educational institutions, and the industry.
This workshop is for all beginners who wants to get started with Machine Learning / Artificial Intelligence and learn ML from basics.
What is Machine Learning?
Machine learning is the science of getting computers to act without being explicitly programmed. In the past decade, machine learning has given us self-driving cars, practical speech recognition, effective web search, and a vastly improved understanding of the human genome.
Machine learning is so pervasive today that you probably use it dozens of times a day without knowing it. Many researchers also think it is the best way to make progress towards human-level AI.
Schedule: Weekdays Batch
14 Sep - 25th Sep (Mon, Wed & Fri)
Session 1: 14th Sep, Mon
Session 2: 16th Sep, Wed
Session 3: 18th Sep, Fri
Session 4: 21st Sep, Mon
Session 5: 23rd Sep, Wed
Session 6: 25th Sep, Fri
Timings: 9 am to 12 pm
How classes will be conducted?
- Our trainers will conduct live classes online using video conferencing platforms
- Assignments & Quiz will be done using our e-Learning portal
- Recorded Session videos will be made available for future reference in our e-Learning portal
Highlights of the workshop:
- Fundamentals of ML
- Data Processing
- Linear Regression
- Gradient Descent Algorithm
- Hyperparameters Grid Search
- Classification
- Python Programming
- Project: Hand Writing Digit Recognition
- Designed in association with HyperVerge.
Curriculum
Week 1:
- Fundamentals of ML
- Types of Machine Learning
- Linear Regression Problem
- Python Programming basics
- Coding Platform: Jupiter Notebook
- Gradient Descent Algorithm
- Project: Housing Price Prediction
Week 2:
- Classification Problem
- Logistic Regression Model
- Introduction to python: Scipy and Scikit
- Handwriting Digit Recognition
- Convert Images to raw data
- Raw data to CSV
- Accuracy Prediction and Optimization
- Project: Handwritten digit recognition
Workshop Fees
Fee for the workshop is Rs.1500/- (inclusive of all taxes) per participant.
Fee includes
- Online training
- Access to Lema Labs e-Learning portal
- Certification
- 18% of GST
Certification
Participants will be certified by Lema Labs Technologies Pvt Ltd and IIT Madras Alumni Association.
Eligibility:
College Students, Graduates, and Working Professionals can attend.
Prerequisites:
Basic knowledge of Differentiation and Matrices is an advantage. However, we will teach you from basics.
Rules and Requirements:
Good Internet facility is a must.
Laptop with Windows or Mac OS
About Hyperverge:
Hyperverge is a Silicon Valley-based deep-learning startup funded by NEA, Milliways Ventures and Naya Ventures. HyperVerge has developed patent-pending technology for real-time analysis of images and videos obtained from sources such as satellites, surveillance cameras, industrial cameras, and documents. Their models lead the market with top accuracy values on many important data-sets and are optimized for deployments in real-world low bandwidth environments. Deep-learning networks built by HyperVerge are powering applications for large enterprise clients in Security, Energy, Financial Services and Defense.
Have a question?
Send your queries to the event organizer
CONTACT ORGANIZER
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