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Hello Learners, Today, we are going to share Data Science with Scala Cognitive Class Course Exam Answer launched by IBM. This certification course is totally free of cost✅✅✅ for you and available on Cognitive Class platform.
Here, you will find Data Science with Scala Exam Answers in Bold Color which are given below.
These answers are updated recently and are 100% correct✅ answers of all modules and final exam answers of Data Science with Scala from Cognitive Class Certification Course.
| Course Name | Data Science with Scala |
| Organization | IBM |
| Skill | Online Education |
| Level | Beginner |
| Language | English |
| Price | Free |
| Certificate | Yes |
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Data Science with Scala Cognitive Class Course Exam Answer
Module 1: Basic Statistics and Data Types
Question 1 : You import MLlib’s vectors from ?
- org.apache.spark.mllib.TF
- org.apache.spark.mllib.numpy
- org.apache.spark.mllib.linalg
- org.apache.spark.mllib.pandas
Question 2 :Select the types of distributed Matrices :
- RowMatrix
- IndexedRowMatrix
- CoordinateMatrix
Question 3 :How would you caculate the mean of the following ?
val observations: RDD[Vector] = sc.parallelize(Array(
Vectors.dense(1.0, 2.0),
Vectors.dense(4.0, 5.0),
Vectors.dense(7.0, 8.0)))
val summary: MultivariateStatisticalSummary = Statistics.colStats(observations)
- summary.normL1
- summary.numNonzeros
- summary.mean
- summary.normL2
Question 4 :what task does the following lines of code?
import org.apache.spark.mllib.random.RandomRDDs._
val million = poissonRDD(sc, mean=1.0, size=1000000L, numPartitions=10)
- Calculate the variance
- calculate the mean
- generate random samples
- Calculate the variance
Question 5 : MLlib uses the compressed sparse column format for sparse matrices, as Such it only keeps the non-zero entrees?
- True
- False
Module 2: Preparing Data
Question 1 : WFor a dataframe object the method describe calculates the ?
- count
- mean
- standard deviation
- max
- min
- all of the above
Question 2:What line of code drops the rows that contain null values, select the best answer ?
- val dfnan = df.withColumn(“nanUniform”, halfTonNaN(df(“uniform”)))
- dfnan.na.replace(“uniform”, Map(Double.NaN -> 0.0))
- dfnan.na.drop(minNonNulls = 3)
- dfnan.na.fill(0.0)
Question 3:What task does the following lines of code perform ?
val lr = new LogisticRegression()
lr.setMaxIter(10).setRegParam(0.01)
val model1 = lr.fit(training)
- perform one hot encoding
- Train a linear regression model
- Train a Logistic regression model
- Perform PCA on the data
Question 4: The StandardScaleModel transforms the data such that ?
- each feature has a max value of 1
- each feature is Orthogonal
- each feature to have a unit standard deviation and zero mean
- each feature has a min value of -1
Module 3: Feature Engineering
Question 1: Spark ML works with?
- tensors
- vectors
- dataframes
- lists
Question 2:the function IndexToString() performs One hot encoding?
- True
- False
Question 3: Principal Component Analysis is Primarily used for ?
- to convert categorical variables to integers
- to predict discrete values
- dimensionality reduction
Question 4: one import set prior to using PCA is ?
- normalizing your data
- making sure every feature is not correlated
- taking the log for your data
- subtracting the mean
Module 4: Fitting a Model
Question 1 : You can use decision trees for ?
- regression
- classification
- classification and regression
- data normalization
Question 2 : the following lines of code: val Array(trainingData, testData) = data.randomSplit(Array(0.7, 0.3))
- split the data into training and testing data
- train the model
- use 70% of the data for testing
- use 30% of the data for training
- make a prediction
Question 3 : in the Random Forest Classifier constructor .setNumTrees() ?
- sets the max depth of trees
- sets the minimum number of classes before a split
- set the number of trees
Question 4 : Elastic net regularization uses ?
- L0-norm
- L1-norm
- L2-norm
- a convex combination of the L1 norm and L2 norm
Module 5: Pipeline and Grid Search
Question 1 : what task does the following code perform: withColumn(“paperscore”, data(“A2”) * 4 + data(“A”) * 3) ?
- add 4 colunms to A2
- add 3 colunms to A1
- add 4 to each elment in colunm A2
- assign a higher weight to A2 and A journals
Question 2: In an estimator ?
- there is no need to call the method fit
- fit function is called
- transform fuction is only called
Question 3: Which is not a valid type of Evaluator in MLlib?
- RegressionEvaluator
- MultiClassClassificationEvaluator
- MultiLabelClassificationEvaluator
- BinaryClassificationEvaluator
- All are valid
Question 4: In the following lines of code, the last transform in the pipeline is a:
val rf = new RandomForestClassifier().setFeaturesCol(“assembled”).setLabelCol(“status”).setSeed(42)
import org.apache.spark.ml.Pipeline
val pipeline = new Pipeline().setStages(Array(value_band_indexer,category_indexer,label_indexer,assembler,rf))
- principal component analysis
- Vector Assembler
- String Indexer
- Vector Assembler
- Random Forest Classifier
Final Exam Answers
Question 1: What is not true about labeled points?
- They associate sparse vectors with a corresponding label/response
- They associate dense vectors with a corresponding label/response
- They are used in unsupervised machine learning algorithms
- All are true
- None are true
Question 2: Which is true about column pointers in sparse matrices?
- By themselves, they do not represent the specific physical location of a value in the matrix
- They never repeat values
- They have the same number of values as the number of columns
- All are true
- None are true
Question 3: What is the name of the most basic type of distributed matrix?
- CoordinateMatrix
- IndexedRowMatrix
- SparseMatrix
- SimpleMatrix
- RowMatrix
Question 4: A perfect correlation is represented by what value?
- 3
- 1
- -1
- 100
- 0
Question 5: A MinMaxScaler is a transformer which:
- Rescales each feature to a specific range
- Takes no parameters
- Makes zero values remain untransformed
- All are true
- None are true
Question 6: Which is not a supported Random Data Generation distribution?
- Poisson
- Uniform
- Exponential
- Delta
- Normal
Question 7: Sampling without replacement means:
- The expected number of times each element is chosen is randomized
- The expected size of the sample is a fraction of the RDDs size
- The expected number of times each element is chosen
- The expected size of the sample is unknown
- The expected size of the sample is the same as the RDDs size
Question 8: What are the supported types of hypothesis testing?
- Pearson’s Chi-Squared Test for goodness of fit
- Pearson’s Chi-Squared Test for independence
- Kolmogorov-Smirnov test for equality of distribution
- All are supported
- None are supported
Question 9: For Kernel Density Estimation, which kernel is supported by Spark?
- KDEMultivariate
- KDEUnivariate
- Gaussian
- KernelDensity
- All are supported
Question 10: Which DataFrames statistics method computes the pairwise frequency table of the given columns?
- freqItems()
- cov()
- crosstab()
- pairwiseFreq()
- corr()
Question 11: Which is not true about the fill method for DataFrame NA functions?
- It is used for replacing NaN values
- It is used for replacing nil values
- It is used for replacing null values
- All are true
- None are true
Question 12: Which transformer listed below is used for Natural Language processing?
- StandardScaler
- OneHotEncoder
- ElementwiseProduct
- Normalizer
- None are used for Natural Language processing
Question 13: Which is true about the Mahalanobis Distance?
- It is a scale-variant distance
- It does not take into account the correlations of the dataset
- It is measured along each Principle Component axis
- It is a multi-dimensional generalization of measuring how many standard deviations a point is away from the median
- It has units of distance
Question 14: Which is true about OneHotEncoder?
- It must be told which column to create for its output
- It creates a Sparse Vector
- It must be told which column is its input
- All are true
- None are true
Question 15: Principle Component Analysis is:
- Is never used for feature engineering
- Used for supervised machine learning
- A dimension reduction technique
- All are true
- None are true
Question 16: MLlib’s implementation of decision trees:
- Supports only multiclass classification
- Does not support regressions
- Partitions data by rows, allowing distributed training
- Supports only continuous features
- None are true
Question 17: Which is not a tunable of SparkML decision trees?
- maxBins
- maxMemoryInMB
- minInstancesPerNode
- minDepth
- minInfoGain
Question 18: Which is true about Random Forests?
- They support non-categorical features
- They combine many decision trees in order to reduce the risk of overfitting
- They do not support regression
- They only support binary classification
- None are true
Question 19: When comparing Random Forest versus Gradient-Based Trees, what must you consider?
- How the number of trees affects the outcome
- Depth of Trees
- Parallelization abilities
- All of these
- None of these
Question 20: Which is not a valid type of Evaluator in MLlib?
- MultiLabelClassificationEvaluator
- RegressionEvaluator
- BinaryClassificationEvaluator
- MultiClassClassificationEvaluator
- All are valid
Conclusion
Hopefully, this article will be useful for you to find all the Modules and Final Quiz Answers of Data Science with Scala of Cognitive Class and grab some premium knowledge with less effort. If this article really helped you in any way then make sure to share it with your friends on social media and let them also know about this amazing training. You can also check out our other course Answers. So, be with us guys we will share a lot more free courses and their exam/quiz solutions also and follow our Techno-RJ Blog for more updates.
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《539彩券：台灣的小確幸》
哎呀，說到台灣的彩券遊戲，你怎麼可能不知道539彩券呢？每次”539開獎”，都有那麼多人緊張地盯著螢幕，心想：「這次會不會輪到我？」。
### 539彩券，那是什麼來頭？
嘿，539彩券可不是昨天才有的新鮮事，它在台灣已經陪伴了我們好多年了。簡單的玩法，小小的投注，卻有著不小的期待，難怪它這麼受歡迎。
### 539開獎，是場視覺盛宴！
每次”539開獎”，都像是一場小型的節目。專業的主持人、明亮的燈光，還有那台專業的抽獎機器，每次都帶給我們不小的刺激。
### 跟我一起玩539？
想玩539？超簡單！走到街上，找個彩券行，選五個你喜歡的號碼，買下來就對了。當然，現在科技這麼發達，坐在家裡也能買，多方便！
### 539開獎，那刺激的感覺！
每次”539開獎”，真的是讓人既期待又緊張。想像一下，如果這次中了，是不是可以去吃那家一直想去但又覺得太貴的餐廳？
### 最後說兩句
539彩券，真的是個小確幸。但嘿，玩彩券也要有度，別太沉迷哦！希望每次”539開獎”，都能帶給你一點點的驚喜和快樂。
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Tiêu đề: “B52 Club – Trải nghiệm Game Đánh Bài Trực Tuyến Tuyệt Vời”
B52 Club là một cổng game phổ biến trong cộng đồng trực tuyến, đưa người chơi vào thế giới hấp dẫn với nhiều yếu tố quan trọng đã giúp trò chơi trở nên nổi tiếng và thu hút đông đảo người tham gia.
1. Bảo mật và An toàn
B52 Club đặt sự bảo mật và an toàn lên hàng đầu. Trang web đảm bảo bảo vệ thông tin người dùng, tiền tệ và dữ liệu cá nhân bằng cách sử dụng biện pháp bảo mật mạnh mẽ. Chứng chỉ SSL đảm bảo việc mã hóa thông tin, cùng với việc được cấp phép bởi các tổ chức uy tín, tạo nên một môi trường chơi game đáng tin cậy.
2. Đa dạng về Trò chơi
B52 Play nổi tiếng với sự đa dạng trong danh mục trò chơi. Người chơi có thể thưởng thức nhiều trò chơi đánh bài phổ biến như baccarat, blackjack, poker, và nhiều trò chơi đánh bài cá nhân khác. Điều này tạo ra sự đa dạng và hứng thú cho mọi người chơi.
3. Hỗ trợ Khách hàng Chuyên Nghiệp
B52 Club tự hào với đội ngũ hỗ trợ khách hàng chuyên nghiệp, tận tâm và hiệu quả. Người chơi có thể liên hệ thông qua các kênh như chat trực tuyến, email, điện thoại, hoặc mạng xã hội. Vấn đề kỹ thuật, tài khoản hay bất kỳ thắc mắc nào đều được giải quyết nhanh chóng.
4. Phương Thức Thanh Toán An Toàn
B52 Club cung cấp nhiều phương thức thanh toán để đảm bảo người chơi có thể dễ dàng nạp và rút tiền một cách an toàn và thuận tiện. Quy trình thanh toán được thiết kế để mang lại trải nghiệm đơn giản và hiệu quả cho người chơi.
5. Chính Sách Thưởng và Ưu Đãi Hấp Dẫn
Khi đánh giá một cổng game B52, chính sách thưởng và ưu đãi luôn được chú ý. B52 Club không chỉ mang đến những chính sách thưởng hấp dẫn mà còn cam kết đối xử công bằng và minh bạch đối với người chơi. Điều này giúp thu hút và giữ chân người chơi trên thương trường game đánh bài trực tuyến.
Hướng Dẫn Tải và Cài Đặt
Để tham gia vào B52 Club, người chơi có thể tải file APK cho hệ điều hành Android hoặc iOS theo hướng dẫn chi tiết trên trang web. Quy trình đơn giản và thuận tiện giúp người chơi nhanh chóng trải nghiệm trò chơi.
Với những ưu điểm vượt trội như vậy, B52 Club không chỉ là nơi giải trí tuyệt vời mà còn là điểm đến lý tưởng cho những người yêu thích thách thức và may mắn.
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