Machine Learning + DSA Bootcamp
Career around Data, Numbers, Math and Programming sounds interesting? Take a step towards the world of Artificial Intellegence
This course will take you to the journey of Machine Learning. Starting from Statistics connecting the path with different algorithms and models using classification and regression. Implementing the code using python and libraries. And stepping towards the orgasmic world of Data Analysis and Prediction
12 Week Online Coding Camp
120hrs+ Dedicated Mentoring
Long Distance Interactive Coding
20:2 Mentor Ratio
WHAT YOU WILL LEARN
Learning and implementing python code for using ML-based libraries and creating a backend system using Restful APIs and Authentication to authenticate, store and process data with the help of Django and SQL. Collaborative programming using a version control system and linux commands over a Linux based operating system
PDF, CDF, Bayes’ Rule, Expectations, Variance, Covariance, Kernel Density Estimation, Kernel Density Classification, Central Limit Theorem, Chebyshev’s Inequality, Continuous Probability Distribution, and its Significance, Correlation, Confidence Interval, Hypothesis Testing, Marginal Probability, Conditional, Probability, Information Theory, Structured Probabilistic Models
Scalars, Vectors, Matrices, Tensors, Determinant, Hyperplane, Dot Product, Linear Dependence and Span, Norms, Eigen decomposition, Singular Value Decomposition, Moore-Penrose Pseudoinverse, Trace, Operator, Principal Component Analysis, Differentiation, Maxima-Minima, Concepts, GradientDescent, Stochastic Gradient Descent, Optimization Techniques
Beautifulsoup, Requests, Introduction of Scrapy, Variable Identification, Univariate Analysis, Bivariate Analysis, Missing Value Imputation, Outlier Detection, Feature Engineering, Variable Transformation, Numpy, Pandas, Matplotlib, SciPy, Seaborn, Bar Plot, Histograms, Contingency Table, Heat Map, Scatter Plot, Correlation Matrix, Violin Plot, Line Plots, Spider Chart
Handling Text-based Dataset, Image-Based Dataset, Graph-Based Dataset, Time series-based Dataset, Audio-based Dataset, IOT Dataset, Curse of Dimensionality, PCA, Mathematical Formulation, Intuition, EigenVector, and EigenValue, Significance, code and Hyperparameter.
Logistic Regression, Linear Regression, KNN, Naïve Bayes, Support Vector Machine, Decision Tree, Confusion matrix, Recall, Precision, F1-Score, Micro F1-Score, Macro F1- Score, Accuracy, ROC-AUC, RMSE, R-Squared, Adjusted R-Squared, Mean Reciprocal Rank, Normalized Discounted Cumulative Gain
Content-Based Filtering, Collaborative Based Filtering, Neighbour Based Collaborative Filtering, Singular Value Decomposition, Principal Component Analysis, Non-Negative Matrix Factorization, Build Collaborative filtering model from scratch, Matrix Factorization for Recommendation Engine, Hybrid Recommender Engine, K-means, K- medoids, K-means++, Hierarchical Clustering, DBSCAN
Market Basket Analysis, Generalized Association Rules, Measures of Association Rule Mining (Support, Confidence, Lift, Apriori algorithm), Basic of Time Series, Time Resampling, Time Shifts, ETS (Error, Trends, Seasonality), Moving Averages, EWMA(Exponential Weighted Moving Averages), ARIMA (Auto Regressive Integrated Moving Averages), ACF and PACF, Pandas for Time Series, Statsmodel
Fundamental concepts of Computer Science and related technology.
Placement preparation, guidance and assistance to crack interviews.
Structures, Pointers, STL, Linked List, Stacks, Queues, Trees, BST.
Number Theory, String, BitMasking, Dynamic Programming, Graphs.
A DAY IN BOOTCAMP !
WHAT HAVE YOU GOTTEN YOURSELF INTO?
Live concept classes
Problem discussion classes
Doubt Discussion sessions.
Live concept classes
Contest Discussion Session.
Doubt Discussion Sessions.
Live Concept Classes
Mock Interview with Industry Experts
Doubt Clearing Sessions.
Code with experienced passionate developers who inculcate the desire to develop, debug and deploy!
Madhav ChaturvediPlatform Engineer - R&D at Paysafe
With the background of Mathematics and Computing, having the imense knowledge in the field of Data Science including Statistics, Machine Learning, Deep Learning, NLP & Computer Vision.
Rahul KumarHead of Data Science & ML at CodeAsylums
Passionate Coder worked in the field of Full stack development (React, React Native, Golang, JAVA, Node, Python), BigData (Hadoop, Spark, Kafka, MapReduce) & DevOps (Linux, Dockers, Kubernetes).
Rajat GoyalEx-D.E.Shaw, Infra-Tech Engineer at Gojek
Rajat JainSoftware Engineer at Microsoft
“A versatile mentor and evangelist who move around the world and train in the field of DevOps, System Design & Blockchain.”
Anubhav ChaturvediSRE, DevOps, Blockchain Evangelist & Trainer
“Data enthusiast who loves to code around the data and the deployment. Covering the scripting, data piplines and system architecture required to develop, scale and deploy the platform.”
Kajal SinghData Engineer at Amazon
“Excellent competitive programmer, extensively code on various platforms like codechef, hackerrank, interview bits, SPOJ, etc. Also a certified coder from codechef.”
ReshabSoftware Developer at Amazon
“Passionate in programming and coding the data structures and algorithms with his great aptitude and attitude towards competitive programming.”
Nabh ChaoudharyAnalyst at Goldman Sachs
“A guy of Theoritical Computer science and Algorithms who loves to optimize every bit of code. A great mentor who understands the mindset of students towards programming and help them to code their heart out.”
Aayush KumarSDE - 2 at Amazon
“An interactive mentor who is enquisitive to code with people around with the awareness of on going technologies around the world. Currently working as IOs developer in a Ad Network company”
Iti AgrawalSoftware Developer at InMobi Labs
Satyarth OjhaSoftware Developer at Grab
“Empathetic mentor who can produce the zeal of coding in any student sitting in the class. A great coder best with his brainstorming, problem solving and optimizing skills.”
Aditya GhoshSoftware Developer at DirectI (Flock)
Rome was not built in a day, niether does the trust. We ensure that the trust you have shown in our bootcamp is maintained and built stronger with time .The excellent standards of counselling throughout the process will make you more confident to choose the right path!
A short 5-10 minute application for you to introduce yourself, including your education and coding experience, plus your super powers. You know, the important details that will help us get to know you.
Mentor / Alumni Call
You will be talking to our alumnis and mentors who will be counselling you for the track you have choosed for the course. Also, we want to know about your techskills which will allow us to allocate the best place for you in the bootcamp
The first step to becoming a developer is laying your foundation with our Prep Modules. You’ll spend on completing online prep which will introduce the basic technologies you’ll use throughout bootcamp. You are required to complete the Prep Modules before your first day of bootcamp.
Wanna know more about us ? Talk to our alumnis
Codeasylums is not just a workshop, it's an experience which changes of concept of learning. The learning atmosphere, the understanding teachers and helping doubt classes motivate you to do your very best and never hesitate to ask doubts.
Ruchika TulsyanPlaced at Microsoft
The environment provided by Codeasylums is excellent. Great for college students who are looking to learn new things and utilise their vacations productively. The mentors provide 24*7 guidance. Hackathons are a fun way of implementing.
Mohak JainPlaced at Salesforce
The concept of being part of the group 24*7 throughout the span of 30days improves you in all aspects, which is so much more productive than online courses or other off-line courses available in market.
Mayank Ray MishraJr. Data Scientist at JAVIS
Great place to learn and improve your techy skills ! Great mentors and great community as well. Would definitely recommend!
Omkar JaiSoftware Engineer at VOGO
The experience is totally worth it, and I would definitely recommend it to my juniors, just go there, and experience it.
AyushiSoftware Engineer at Microsoft
CodeAsylums has been the most incredible experience of my life. I am really glad that I could be a part of the first ever batch. I met new people, brilliant minds and we all are still connected.
Raunak AgrawalAnalyst (strats) at Goldman Sachs
It provides you a great learning experience with a very friendly environment. All the teachers guides and motivates you throughout the bootcamp and hence this helps you in learning new technologies and building confidence.
Tannu BhalotiaSoftware Engineer at Intuit
It's the best ever bootcamp I have ever attended. The pattern of teaching and the quality mentors and tutors are top notch and it provides a friendly competitive environment of learning.
Aman AryanSoftware Developer at Scroll