k2 analytics · 2020. 5. 17. · k2 analytics machine learning certification program building...
TRANSCRIPT
K2ANALYTICS.IN
K2 ANALYTICS
MACHINE LEARNINGCERTIFICATION PROGRAM
BUILDING SKILLS, BUILDING INDIVIDUALS
Website : https://k2analtics.inMobile : +91 89396 94874
K2 Analytics is a BusinessIntelligence and Analytics focusedtraining institute.
About K2Analytics
Students with abachelor's degree andpassion for Data Science.
WHO IS THIS PROGRAMFOR?
Senior Managers whowant to upskill themselvesto for the future.
Business Analysts &Software Engineerslooking to switch intoData Science.
College Graduatesworking in the DataScience domain andlooking to enhance theircareer.
Features & Benefits
Special Batch For Sr Managers
Designed for workingprofessionals
70% Hands-on contentwith lab sessions
24 x 7 Access to onlinevideos and content
Only week-end batches
Duration: 100+ hours
Capstone projects
BLOGhttps://k2analytics.in/blog/
“To provide training and skilldevelopment courses to
individuals, makethem skilled & industry ready,
and create a pool of skilledresources
readily available for theindustry”
OUR MISSION
“To be the preferred partnerfor training and skill
development”
OUR VISION
Key Trainer – Rajesh Jakhotia whohas 17+ years analyticsexperienceHands-on Experiential TrainingCapstone ProjectsPlacement Assistance
You can pick and choose what you
wish to learn.
Recorded Video Content AccessProvided
(100+ hours pre-recorded contentavailable)
Machine Learning Course Duration6 Months – 120 Hours, Week-end
sessions
WHY US ?
OUR TRAINING COURSESWE OFFER MODULAR TRAINING IN
DATA SCIENCE / MACHINE LEARNING.
120 Hours Instructor Led OnlineTraining
100 Hours of Recorded Video ContentConsult with our faculty for your real-
life projectsHands-on Project Experience
WHAT YOU GET?
COURSE DETAILSMACHINE LEARNING CERTIFICATION
PROGRAM
₹ 55,085 ( + GST )(₹ 65,000 all inclusive of taxes)
COURSE FEE
You can pick and choose the moduleyou wish to learn. Pricing for
individual module is given at modulelevel details
PICK AND CHOOSE
Introduction to R and R StudioUnderstanding R Data Structures Vector, List, Matrix, DataframeData Import – Export in R (.CSV, .XLSX, FixedWidth Format File)Data Manipulation
Selecting Rows / ObservationsSelecting Columns / FieldsMerging DataRelabeling the Column NamesConverting Variable TypesData SortingData Aggregation
Apply Family of FunctionsFunctions and Programming StructuresCharts and Graphs in R
R PROGRAMMING
COURSE DETAILS
COURSE DURATION: 10 hours
COURSE FEES: ₹ 5000 ( + GST )
K2ANALYTICS.IN/BLOG
PYTHON PROGRAMMING
Introduction to Python and AnacondaSpyder and Jupyter NotebookUnderstanding Python Data Structures
List, Tuple, Dictionary, SetsMutable and immutable Objects
Numpy and Pandas Packages in Python1D, 2D, 3D ArraySeries and Dataframe
Data Import – Export using PANDASData Manipulation
Selecting Rows / ObservationsSelecting Columns / FieldsMerging DataRelabeling the Column NamesConverting Variable TypesData SortingData Aggregation
Matplotlib and Seaborn packagesCharts & Graphs
COURSE DURATION: 10 hours
COURSE FEES: ₹ 7000 ( + GST )
COURSE DETAILS
K2ANALYTICS.IN/BLOG
Introduction to MS Excel SpreadsheetCell Referencing in ExcelFormatting TextAutofill and Format PainterCell MergingInsert Columns and Rowsif, sumif, countif, sumifs, countifsvlookup, index, match, offsetData Validation in ExcelConditional FormattingPivot tablesFreeze PanesTop 10 short-cuts in Excel
MS EXCEL
COURSE FEES: ₹ 3000 ( + GST )
COURSE DETAILS
COURSE DURATION: 04 hours
EXCEL WEBINAR LINK: Basic Excel WebinarAdvanced Excel Webinar
K2ANALYTICS.IN/BLOG
SQL
COURSE FEES: ₹ 3000 ( + GST )
Introduction to SQLUnderstanding the concept of DataApplications – OLTP and OLAPDDL, DML and DCLCRUD OperationCREATE, INSERT, UPDATE, DELETE SQLQueriesSELECT QueryConcept of Normalization and Denormalization
COURSE DETAILS
COURSE DURATION: 04 hours
K2ANALYTICS.IN/BLOG
STATISTICS
COURSE FEES: ₹ 14000 ( + GST )
Introduction to Statistics for Data ScienceTypes of VariablesDescriptive Statistics – Numerical MethodsMeasures of Central Tendency
Mean, Median, ModeMeasures of Dispersion
Range, Interquartile Range, StandardDeviation, Variance
Descriptive Statistics – Tabular & GraphicalMethods
Histogram, Line Plot, Bar Plot, Pie ChartBox Plot, Scatter PlotFrequency Table, Crosstab
Probability ConceptsDistributions
Normal DistributionBinomial Distribution
Central Limit TheoremHypothesis Testing
COURSE DETAILS
COURSE DURATION: 20 hours
K2ANALYTICS.IN/BLOG
UN-SUPERVISED MACHINE LEARNINGCLUSTERING, PCA, AND FACTOR
ANALYSIS
COURSE FEES: ₹ 7000 ( + GST )
ClusteringWhy Clustering? What is Clustering?Measure of Similarity, Distance MeasuresHierarchical ClusteringK Means ClusteringFinding Optimal No. of Clusters
Principal Component Analysis (PCA) & FactorAnalysis
Why PCA? – Dimensionality ReductionFactor AnalysisPCA vs FAEigen Vector and Eigen ValueLoading FactorPrincipal Components (PC) and PC Score
PROJECTSClustering of Retail CustomersPCA & FA on Data Scientist student’s data
COURSE DETAILS
COURSE DURATION: 10 hours
K2ANALYTICS.IN/BLOG
SUPERVISED MACHINE LEARNINGLINEAR REGRESSION
COURSE FEES: ₹ 6000 ( + GST )
Introduction to Linear RegressionAssumptions of Linear RegressionSimple Linear RegressionMultiple Linear RegressionLine of Best FitResidual Error, SSER-Squared & Adj, R-SquaredCorrelation & Multi-CollinearityVariance Inflation FactorHomoscedasticity & HeteroscedasticityVariable Transformation and its Importance
PROJECTSBuild a Linear Regression Model to EstimateMonthly Household Expense
COURSE DETAILS
COURSE DURATION: 08 hours
BLOG LINK: Linear Regression blog series
K2ANALYTICS.IN/BLOG
SUPERVISED MACHINE LEARNINGLOGISTIC REGRESSION
COURSE FEES: ₹ 10000 ( + GST )
Introduction to Logistic RegressionLog Odds Concept and Logistic FunctionDevelopment, Validation and Hold-outHypothesis TestingOutlier Treatment & Missing Value ImputationInformation ValuePattern Detection and VisualizationVariable TransformationWeight of EvidenceMulti-Collinearity & Variance Inflation Factor(VIF)Model Development & ValidationModel Performance Measurement
KS, Rank Order, Lift Chart, AUC-ROC, Gini,Concordance, Hosmer-Lemeshow Goodnessof Fit Test
PROJECTSPersonal Loans Cross-Sell Model usingLogistic Regression Technique
COURSE DETAILS
COURSE DURATION: 10 hours
BLOG LINK: Logistic Regression blog series
K2ANALYTICS.IN/BLOG
SUPERVISED MACHINE LEARNINGK NEAREST NEIGHBOURS & NAIVE
BAYES
COURSE FEES: ₹ 3000 ( + GST )
K Nearest NeighboursWhat is KNN?KNN Concept and Distance MeasuresLazy LearningKNN Optimization AlgorithmsBall Tree and KD TreeAdvantages and Disadvantages
Naive BayesBayes TheoremNaive Bayes DerivationNaive Bayes AlgorithmsBernoulli, Multinomial and Gaussian NaiveBayesAdvantages and Disadvantages
PROJECTSMissing Value Imputation using KNNtechniquePredictive Model Development using NaïveBayes
COURSE DETAILS
COURSE DURATION: 04 hours
K2ANALYTICS.IN/BLOG
SUPERVISED MACHINE LEARNINGCLASSIFICATION TREE
COURSE FEES: ₹ 7000 ( + GST )
Introduction to Classification TreeCHAID, CART, C4.5Greedy AlgorithmBalanced & Unbalanced DataCART – Gini Gain CalculationBinary / Multi-way SplitPruningCross-ValidationOverfittingModel Development & EvaluationPros & Cons of Classification Tree Technique
PROJECTSCase-Study – Dormant Account Win-backModelClassification Tree Model Development onBalanced Dataset
COURSE DETAILS
COURSE DURATION: 10 hours
BLOG LINK: Retail Banking Case-Study
K2ANALYTICS.IN/BLOG
SUPERVISED MACHINE LEARNINGBAGGING & BOOSTING
COURSE FEES: ₹ 8500 ( + GST )
Bagging – Random ForestConcept of Ensemble ModelingWhat is BootstrappingRandom Forest AlgorithmOut of Bag ErrorTuning the Random Forest ModelVariable ImportanceModel Evaluation and Performance Measure
BoostingWhat is BoostingAdaBoosting Algorithm ExplainedBoosting Model DevelopmentHypergrid TuningModel Evaluation and Performance Measure
PROJECTSModel Development on Banking DatasetComparing the Model Performance ofBoosting and Bagging Model
COURSE DETAILS
COURSE DURATION: 12 hours
K2ANALYTICS.IN/BLOG
Artificial Neural Network OverviewArtificial NN vs Biological NNSingle / Multi-Layer NNNeurons & Activation FunctionsCost FunctionBackpropagation with Gradient DescentDelta Rule, Learning RateBuilding an Artificial Neural NetworkModel Performance MeasuresModel Implementation Strategy
PROJECTSCredit Default Model using Keras withTensorflow
SUPERVISEDMACHINE LEARNING
ARTIFICIAL NEURAL NETWORKK2ANALYTICS.IN/BLOG
COURSE FEES: ₹ 8000 ( + GST )
COURSE DETAILS
COURSE DURATION: 06 hours
COMPUTER VISIONWEB SCRAPING, NLP, IMAGE
PROCESSINGK2ANALYTICS.IN/BLOG
COURSE FEES: ₹ 15000 ( + GST )
Web ScrapingWhat is Web Scraping?Why Web Scraping?Web Scraping ProcessWeb Scraping using Selenium, BeautifulSoup, lxmlpackages
Natural Language ProcessingPython and NLP Text BasicsText Mining using Regular Expressions
Image ProcessingConcept of Image as SignalImage Processing BasicsZooming, Blurring, Smoothing, Gray Scaling,Thresholding, Edge DetectionImage Processing using Python OpenCV package
PROJECTSWeb Scraping Google Search resultsApplying Regular Expression to extract information forSearch ResultsNumber Plate Recognition using OpenCV and WebScraping vehicle information from Vahan Database
COURSE DETAILS
COURSE DURATION: 20 hours
NL DALMIA
RECENT TRAINING & SESSIONS
TATA AIG
RIZVI COLLEGE
Contact Us+91 89396 94874 / +91 84528 39993
https://k2analytics.in/contact/