Advanced Machine Learning Training in Noida with Real-Life Projects
Appwars Technologies offers the best Machine Learning Training in Noida. Discover the power of data. Deep learning, neural networks, supervised and unsupervised learning, and real-time model deployment are just a few of the fundamental machine learning concepts that you will learn in our extensive course. This training program prepares you for a successful career in data science and artificial intelligence, supported by real-world projects and placement assistance, and led by professionals in the field. Enroll now to learn machine learning from the ground up.
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Machine Learning with AI Course Syllabus
MACHINE LEARNING
1. Introduction to Machine Learning
- Introduction To Machine Learning
- Importance Of Machine Learning
- How did Machine Learning work?
- Relationship Between Artificial Intelligence, Machine Learning, and Data Science
- Different Categories of Machine Learning: Supervised, Unsupervised and Reinforcement
- Applications of Machine Learning
2. Supervised Machine Learning
- Linear Regression
- Simple Linear Regression
- Multiple Linear Regression
- Performance Metrics: Accuracy Scores, R^2 And Adjusted RA2
- To Compare the Model with Different Numbers of Independent Variables
- Approaches to Feature Selection: Univariate Selection, Feature Importance, RFE
- Parameter Tuning and Model Evaluation
- Data Transformation and Normalization
- Ridge & Lasso Regression (L1 & L2)
3. Logistic Regression
- Concept of Logistic Regression
- Univariate Logistic Regression
- Multivariate Logistic Regression: Model Building and Evaluation
- Dealing with Categorical Independent Variable – Hot Encoding Vs Dummy Variable
4. Decision Trees
- Concept of Decision Trees
- Importance and Usage of Ginny And Entropy
- Information Gain
- Visualizing Decision Trees Nodes and Splits
- Working of The Decision Tree Algorithm
- Extending Decision Trees to Regressing Problem
- Evaluating Decision Trees Models: Accuracy, Precision, Recall, Confusion Matrix
5. Classification – k Nearest Neighbor (KNN
- Classification and Regression
- Application, Advantages and Disadvantages
- Distance Metric – Euclidean, Manhattan, Chebyshev, Minkow
- Measuring accuracy using Cross-Validation, Stratified k-fold, Confusion Matrix, Precision, Recall, Fl-score.
6. Naive Bayes Classifier
- The Bayes Theorem
- The Gaussian Naïve’s Bayes Classifier – Assumptions of The Naïve Bayes Classifier, Functioning of The Naive’s Bayes Algorithm
7. Classification SVM (Support Vector Machine)
- Classification and Regression
- Separating line, Margin and Support Vectors
- Linear SVC Classification
- Polynomial Kernel – Kernel Trick
- Gaussian Radial Basis Function (RBF)
- Grid Search to tune hyper-parameters
- Support Vector Regression
8. Unsupervised Learning – Clustering
- Introduction to Clustering
- K-Means Clustering: Linkage
- Use of Elbow Curve & Silhouette Score
- Hierarchical Clustering – Agglomerative & Divisive
- Distance Matrix, Dendrogram
9. Density based clustering
- DBSCAN (Density based clustering) Technique
- Density based clustering
- Eps: Density
- Core, Border and Noise points
- Density edge and Density connected points
- DBSCAN Algorithm
- Hyper Parameters: MinPts and EpsA
- Advantages and Limitations of DBSCAN
10. Principal Component Analysis – PCА
- Noise in The Data and Dimensionality Reduction
- Capturing Variance – The Concept of Principal Components
- Assumptions in Using PCA
- Eigenvectors and Orthogonality of Principal Components
- What Is the Complexity Curve?
- Advantages of Using PCA
- The Working of The PCA Algorithm
- Singular Value Decomposition
11. Ensemble Modelling
- Popular Ensembles
- Bagging
- Bootstraр
- Introduction to Random Forests
- Feature Importance in Random Forests
- Boosting
- How Boosting Algorithm Works?
- Adaboost
- Gradient Boost
- XGBoost
PYTHON AND DATA SCIENCE LIBRARY
Types of NLP - N-Grams
LLM Transformer
Self-Attention Mechanism
How LLMs Work
Applications of LLM Transformers
CURSOR AI + TRAE AI
ADVANCE PYTHON PROGRAMMING
1. Introduction to Python
- Simple
- Open Source
- High Level Programming
- Portable
- Object and Procedure Oriented
- Easy to Maintain
2. Input and Output Functions
- The Input() function
- The print() function
n use of % percent operator
n use of format()
3. Variable and Data Types
- What is a Variable
- Assign Values to variable
- Typecasting
- Data Types in Python
n Numeric
n String
n Boolean
n Componup
n List
n Tuple
n Set
n FrozenSet
n Dictionary
4. Operators in Python
- Types of Operators
n Arithmetic Operators
n Comparison Operators
n Assignment Operators
n Logical Operators
n Bitwise Operators
n Identity Operators
n Membership Operators
n Operators Associativity
n Operator Precedence
n BEDMAS
5. Conditional Statements in Python
- The if Statement
- if- else statement
- The elif Statement
- Nested if-else ladder
6. Loops in Python
- Use of while loop
- use of for loop
- range) function
- arange) function
- The break Statement
- The continue Statement
- The pass statement
7. User defined functions in python
- Define a function
- calling a function
- Types of function
- UDF
- Function Arguments
- Functions Parameters
- Anonymous Function
- Global and Local Variable
- lambda
- map
- reduce
- Filter
- Mathematical Function
- Trigonometric Function
- Random Function
8. Strings in python
- creating strings
- difference between “” &”
- creating multiline comment
- basic string operations
- creating slices in strings
- String Built-in Functions
- n capitalize()
- n upper()
- n lower()
- n isalnum()
- n isalpha()
- n isnumeric()
- n isdecimal()
- n islower()
- n isupper()
9. List
- Access List items
- Change List items
- Add List Items
- Remove List Items
- Loop List
- List Comprehension
- Copy List
- Join List
- List built-in Method
- n append()
- n count()
- n extend()
- nreverse()
- n sort()
10. Tuple
- Access Tuples
- Update Tuples
- UnpackTuples
- LoopTuple
- JoinTuples
- Tuplebuilt-in Methods
- n index()
- n count()
11. Sets
- Create Sets
- Access Set items
- Add Set items
- Remove Set items
- Loop Sets
- Join Sets
12. Dictionaries
- Create Dictionaries
- Access Dictionary items
- Change Dictionary items
- Add Dictionary items
- Remove Dictionary items
- Loop Dictionaries
- Copy Dictionaries
- Nested Dictionaries
- Dictionary built-in Methods
- n keys()
- n values()
- n items()
- n get()
13. Python Modules
- Date Module
- Time Module
- os Module
- The import statement
- The from…import Statement
ITERATORS- GENERATORS
PYTHON AND DATA SCIENCE LIBRARY
MACHINE LEARNING
Types of NLP - N-Grams
LLM Transformer
Self-Attention Mechanism
How LLMs Work
Applications of LLM Transformers
CURSOR AI + TRAE AI
20+ Machine Learning Tools Covered
Numpy
Pandas
Matplotlib
Seaborn
Jupyter
Colab
Claude
ChatGPT
Scikit learn
Postgre SQL
My SQL
Pytorch
GitHub
Plotly
Tensor Flow
LangChain
LightGBM
Antigravity
Cursor AI
SciPy
TRAE AI
Kubernetes
30+ Machine Learning Skills You Learn
- Python Programming
- Data Collection
- Data Cleaning
- Data Preprocessing
- Exploratory Data Analysis (EDA)
- Statistical Analysis
- Probability
- Feature Engineering
- Feature Selection
- Supervised Learning
- Unsupervised Learning
- Semi-Supervised Learning
- Regression
- Classification
- Clustering
- Dimensionality Reduction
- Ensemble Learning
- Reinforcement Learning
- Model Training
- Model Evaluation
- Hyperparameter Tuning
- Model Optimization
- Cross-Validation
- Model Selection
- Predictive Modeling
- Time Series Analysis
- Anomaly Detection
- Natural Language Processing (NLP)
- Computer Vision
- Deep Learning
- Model Deployment
- MLOps
- Model Monitoring
- Problem Solving
- Critical Thinking
Why Choose us?
Our Process
Online Machine Learning Course Brings in the Better Job Opportunities
Gain a competitive edge in the fast-paced world of technology with Machine Learning Training in Noida. In our comprehensive training programs help you adapt to market changes and modernize technology, enabling you to create a range of applications with modern aspects. APPWARS TECHNOLOGIES online courses are designed to be easily accessible and we pride ourselves as the No. #1 leading machine learning training institute in Noida. Our expert trainers will guide you through the course, boosting your self-confidence and ensuring your success. With real-time assistance available throughout the training, completing our course will open doors to better job opportunities. Join us now and explore a better way of life.
Benefits of Online Machine Learning
We conduct machine learning online training in Noida and the benefits are:
- Machine learning online training in Noida saves time as there is no need to travel.
- Doubt-clearing sessions are available for participants to clear any confusion.
- The syllabus covers all the necessary topics for a comprehensive understanding of machine learning.
- The training includes both practical and theoretical sessions to ensure a thorough learning experience.
We are dedicated to helping you overcome any concerns or uncertainties you may have about completing the machine learning course successfully. With our expert guidance and support, you can rest assured that you will be able to acquire the necessary skills and knowledge to excel in this field. Let us help you pave the way to a successful career in machine learning.
Why choose our machine learning course?
Here are the reasons to join our machine learning course:
- We teach efficient data-handling techniques to help you become proficient in machine learning.
- Our training instills confidence in implementing machine learning language in various web applications with positive results.
- We provide job assistance to help you find your dream job and lead a worry-free life.
You can take advantage of our machine learning online course in Noida and experience the benefits firsthand. We provide complete course details before enrollment, ensuring no confusion in the future. Join us with confidence and take the first step towards mastering machine learning.
Time to Meet Our Experts
At our institute, we take pride in having expert trainers who can guide you through our machine learning course online. Our trainers are highly experienced and know how to motivate participants to excel in the field of machine learning. We are committed to providing you with the best possible training to make you an expert in handling the language with ease. Our ultimate goal is to help you achieve success in your career and we are always here to provide support whenever you need it. Join us today to experience the difference and explore better job opportunities.
Top Reasons To Choose APPWARS Technologies
- MACHINE LEARNING Training in Noida follows IT management standards, ensuring high-quality education.
- APPWARS TECHNOLOGIES is a leading training institute providing well-structured courses and dedicated employment services.
- We offer flexible options with regular and weekend classes, as well as give assignments after each session to reinforce learning.
- Our state-of-the-art lab is provided with updated technology, available for student use 24*7.
- Our trainers are certified experts with years of industry experience, dedicated to helping students with project preparation, interview skills, and job placement.
- We also provide free personality development sessions, such as English language fluency, mock interview, group discussion, and presentation skills.
- We provide free study materials, PDFs, video training, lab guides, exam preparation, sample papers, and interview preparation.
- Students are welcome to retake classes without any additional charges as many times as they need.
- We specialize in helping students learn complex technical concepts with ease, providing a supportive learning environment.
APPWARS Technologies Trainer for Machine Learning
- Our trainers are professional and highly skilled in their field of expertise.
- They constantly update themselves with the latest tools and technologies to provide the best training for the real working environment.
- Our trainees are carefully selected by our recognized committee for their fieldwork by various organizations over the years.
- Our trainees have many years of experience working in big organizations or institutes.
- Our trainers are certified and they have at least 7 years of experience in industries as well as training experience.
- Our trainees are connected with many companies and placement cells to provide support and help to the students for their placements.
Placement Assistance After Machine Learning
- APPWARS TECHNOLOGIES is committed to providing placement assistance to our students and has an assigned placement cell to place them.
- The placement cell provides necessary guidelines to students during the placement process to help them to get their dream jobs.
- In addition to placement assistance, APPWARS TECHNOLOGIES also offers resume-building services to help students create impressive resume that aligns with the latest industry trends.
- Daily personality development sessions, including group discussions, mock interviews, and presentation skills, are conducted to help students present themselves confidently.
- APPWARS TECHNOLOGIES is dedicated to helping students achieve their job aspirations by providing extensive training and career support.
APPWARS Technologies Duration for Machine Learning
- Regular classes are available 5 days a week with morning, afternoon, and evening batches.
- Weekend classes are available on Saturdays and Sundays.
- Fast-track classes are available for those who want to complete the course in a shorter duration.
- One-to-one classes are available for personalized attention and learning experience.
- Corporate training are available for companies who want to train their employees in machine learning.
- Live online classes are available for those who prefer to learn from the comfort of their own homes.
Who can apply for the course?
BE / BTech / MCA passed aspirants to make their careers as Web Developers / Data Scientists
IT-Professionals who want to get a career as a Programming Expert
Professionals from non-IT bkg, and want to establish in IT
Candidates who would like to restart their career after a gap
Web Designers for the next level of their career.
Get Certified to boost your Professional Growth
Machine Learning Course Fees
- Machine Learning using Python
- Live offline & online Classes from Industry Expert
- Hands-on curriculum with Real-Life Projects
- Machine Learning & AI using Python
- Live offline & online Classes from Industry Expert
- Hands-on curriculum with Real-Life Projects
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Student Testimonials
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Trustindex verifies that the original source of the review is Google.
Trustindex verifies that the original source of the review is Google.
Trustindex verifies that the original source of the review is Google.
Trustindex verifies that the original source of the review is Google.
Trustindex verifies that the original source of the review is Google.
