2017年最新硅谷技术大牛讲解推论统计学习英语教学中英文字幕 580课

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发表于 2017-9-20 10:52:55 | 显示全部楼层 |阅读模式
课程介绍
都是来自硅谷Facebook Google公司的工程师大牛讲解,带有中文字幕。17年最新,推荐学习。
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课程目录
1 - Lauren's Intro Video
10 - Sampling Distribution Shape
100 - Two-Tailed Critical Values 0.05 Solution
101 - Two-Tailed Test
102 - Two-Tailed Test Solution
103 - Two-Tailed Probability
104 - Two-Tailed Probability Solution
105 - Two-Tailed Critical Values 0.01
106 - Two-Tailed Critical Values 0.01 Solution
107 - Two-Tailed Critical Values 0.001
108 - Two-Tailed Critical Values 0.001 Solution
109 - Hypotheses
11 - Sampling Distribution Shape Solution
110 - Fail to Reject the Null
111 - Fail to Reject the Null Solution
112 - Evidence to Reject the Null
113 - Evidence to Reject the Null Solution
114 - Mean and SD
115 - Mean and SD Solution
116 - Null Hypothesis
117 - Null Hypothesis Solution
118 - Alternative Hypothesis
119 - Alternative Hypothesis Solution
12 - What Do You Get with a Good Klout Score_
120 - One tailed or two tailed
121 - Conduct Hypothesis Test
122 - Conduct Hypothesis Test Solution
123 - Critical Values 0.05
124 - Critical Values 0.05 Solution
125 - Z-Score of Sample Mean
126 - Z-Score of Sample Mean Solution
127 - Results of Hypothesis Test
128 - Results of Hypothesis Test Solution
129 - Increase Sample Size
13 - Location of Mean on Distribution
130 - Increase Sample Size Solution
131 - Reject or Fail to Reject
132 - Reject or Fail to Reject Solution
133 - Probability of Obtaining Mean
134 - Probability of Obtaining Mean Solution
135 - Decision Errors
136 - Decision Errors Solution
137 - Hot Beverage
138 - Hot Beverage Solution
139 - Raining
14 - Location of Mean on Distribution Solution
140 - Raining Solution
141 - What Happened_
142 - What Happened_ Solution
143 - What Happened_
144 - What Happened_ Solution
145 - Prone to Misinterpretations
146 - To Finish This Lesson...
147 - Hypothesis Testing
148 - Increase Engagement_
149 - t-Distribution
15 - Probability of Obtaining Mean
150 - t-Distribution Solution
151 - Guinness
152 - Degrees of Freedom
153 - Degrees of Freedom Solution
154 - DF - Choose n Numbers
155 - DF - Choose n Numbers Solution
156 - DF - Add to 10
157 - DF - Add to 10 Solution
158 - DF - Marginal Totals
159 - DF - Marginal Totals Solution
16 - Probability of Obtaining Mean Solution
160 - DF - Sample SD
161 - t-Table
162 - One-Tailed t-Test
163 - One-Tailed t-Test Solution
164 - Two-Tailed t-Test
165 - Two-Tailed t-Test Solution
166 - Bounds of Area
167 - Bounds of Area Solution
168 - Affect t-Statistic
169 - Affect t-Statistic Solution
17 - Does Low Probability = Causation_
170 - One-Sample t-Test
171 - Increase t
172 - Increase t Solution
173 - Finches
174 - Finches Solution
175 - Finches - n and DF
176 - Finches - n and DF Solution
177 - Finches - Mean and s
178 - Finches - Mean and s Solution
179 - Finches - Find t-Statistic
18 - Does Low Probability = Causation_ Solution
180 - Finches - Find t-Statistic Solution
181 - Finches - Decision
182 - Finches - Decision Solution
183 - P-Value
184 - P-Value Solution
185 - Visualize P-Value
186 - Visualize P-Value Solution
187 - Find P-Value
188 - Find P-Value Solution
189 - Rent - t-Critical Values
19 - Increase Sample Size
190 - Rent - t-Critical Values Solution
191 - Rent - t-Statistic
192 - Rent - t-Statistic Solution
193 - Rent - Decision
194 - Rent - Decision Solution
195 - Rent - Cohen's d
196 - Rent - Cohen's d Solution
197 - Rent - CI
198 - Rent - CI Solution
199 - Rent - Find CI
2 - Intro
20 - Increase Sample Size Solution
200 - Rent - Find CI Solution
201 - Rent - Margin of Error
202 - Rent - Margin of Error Solution
203 - Rent - Increase n
204 - Rent - Increase n Solution
205 - Dependent Samples
206 - Keyboards
207 - Keyboards Solution
208 - Keyboards_ Point Estimate for Difference
209 - Keyboards_ Point Estimate for Difference Solution
21 - Location of Mean
210 - Keyboards - SD of Differences
211 - Keyboards - SD of Differences Solution
212 - Keyboards - t-Statistic
213 - Keyboards - t-Statistic Solution
214 - Keyboards - t-Critical Values
215 - Keyboards - t-Critical Values Solution
216 - Keyboards - Decision
217 - Keyboards - Decision Solution
218 - Keyboards - Cohen's d
219 - Keyboards - Cohen's d Solution
22 - Location of Mean Solution
220 - Keyboards - CI for Dependent Samples
221 - Keyboards - CI for Dependent Samples Solution
222 - Notation for Difference
223 - Types of Designs
224 - Effect Size
225 - Everyday Meaning
226 - Everyday Meaning Solution
227 - Types of Effect-Size Measures
228 - Statistical Significance
229 - Cohen's d
23 - Probability of Mean
230 - r^2
231 - Compute r^2
232 - Compute r^2 Solution
233 - Report Results
234 - Report CI Results
235 - Report CI Results 2
236 - Report Results Effect Size
237 - One-Sample t-Test
238 - Mu
239 - Dependent Variable
24 - Probability of Mean Solution
240 - Dependent Variable Solution
241 - Treatment
242 - Treatment Solution
243 - Null Hypothesis
244 - Null Hypothesis Solution
245 - Alternative Hypothesis
246 - Alternative Hypothesis Solution
247 - Hypotheses
248 - Which-Tailed Test_
249 - Which-Tailed Test_ Solution
25 - Something Fun
250 - Degrees of Freedom
251 - Degrees of Freedom Solution
252 - t-Critical
253 - t-Critical Solution
254 - SEM
255 - SEM Solution
256 - Mean Difference
257 - Mean Difference Solution
258 - t-Statistic
259 - t-Statistic Solution
26 - Something Fun Solution
260 - Critical Region
261 - Critical Region Solution
262 - P-Value
263 - P-Value Solution
264 - Statistically Significant
265 - Statistically Significant Solution
266 - Meaningful Results
267 - Meaningful Results Solution
268 - Cohen's d
269 - Cohen's d Solution
27 - Summary
270 - r^2
271 - r^2 Solution
272 - Margin of Error
273 - Margin of Error Solution
274 - Compute CI
275 - Compute CI Solution
276 - Independent Samples
277 - Standard Error
278 - Meal Prices
279 - Meal Prices Solution
28 - Mean of Treated Population
280 - Average Meal Price
281 - Average Meal Price Solution
282 - SD for Meal Price
283 - SD for Meal Price Solution
284 - Meal Price SEM
285 - Meal Price SEM Solution
286 - Meal Price t-Statistic
287 - Meal Price t-Statistic Solution
288 - Calculate t-Statistic
289 - Calculate t-Statistic Solution
29 - Mean of Treated Population Solution
290 - t-Critical Values
291 - t-Critical Values Solution
292 - Gettysburg or Wilma_
293 - Gettysburg or Wilma_ Solution
294 - Acne Medication
295 - Acne Medication t-Statistic
296 - Acne Medication t-Statistic Solution
297 - Acne Medication - t-Critical Values
298 - Acne Medication - t-Critical Values Solution
299 - Acne Medication - Decision
3 - Klout
30 - Population Mean vs. Sample Mean
300 - Acne Medication - Decision Solution
301 - Who Has More Shoes_
302 - Mean Number of Shoes
303 - Mean Number of Shoes Solution
304 - Shoes - Standard Error
305 - Shoes - Standard Error Solution
306 - Shoes - t-Statistic
307 - Shoes - t-Statistic Solution
308 - Shoes - Decision
309 - Shoes - Decision Solution
31 - Population Mean vs. Sample Mean Solution
310 - Shoes - 95% CI
311 - Shoes - 95% CI Solution
312 - Shoes - Calculate CI
313 - Shoes - Calculate CI Solution
314 - Gender and Shoes
315 - Gender and Shoes Solution
316 - Pooled Variance Sum of Squares
317 - Pooled Variance Sum of Squares Solution
318 - Calculate Pooled Variance
319 - Calculate Pooled Variance Solution
32 - Percent of Sample Means
320 - Corrected Standard Error
321 - Corrected Standard Error Solution
322 - t-Statistic
323 - t-Statistic Solution
324 - t-Critical and Decision
325 - t-Critical and Decision Solution
326 - Assumptions
327 - Intuition
328 - Intuition Solution
329 - Number of t-Tests
33 - Percent of Sample Means Solution
330 - Number of t-Tests Solution
331 - Extended t-Test Numerator
332 - Extended t-Test Numerator Solution
333 - Grand Mean
334 - Grand Mean Solution
335 - Between-Group Variability
336 - Between-Group Variability Solution
337 - Significantly Different Means
338 - Significantly Different Means Solution
339 - Sample Variability and Significance
34 - Approximate Margin of Error
340 - Sample Variability and Significance Solution
341 - ANOVA
342 - Hypotheses
343 - Hypotheses Solution
344 - Within-Group Variability
345 - Within-Group Variability Solution
346 - Between-Group Variability
347 - Between-Group Variability Solution
348 - F-Ratio
349 - F-Ratio Solution
35 - Interval Estimate for Population Mean
350 - Visualize Statistical Outcome
351 - Visualize Statistical Outcome Solution
352 - Formalize Within-Group Variability
353 - Formalize Within-Group Variability Solution
354 - Formula for F-Ratio
355 - Degrees of Freedom
356 - Degrees of Freedom Solution
357 - Total Variation
358 - F-Distribution
359 - F-Distribution Solution
36 - Confidence Interval Bounds
360 - F-Distribution Shape
361 - Table for F-Critical
362 - Table for F-Critical Solution
363 - Sample Means and Grand Mean
364 - Sample Means and Grand Mean Solution
365 - SS Between
366 - SS Between Solution
367 - SS Within
368 - SS Within Solution
369 - Degrees of Freedom
37 - Confidence Interval Bounds Solution
370 - Degrees of Freedom Solution
371 - Mean Squares
372 - Mean Squares Solution
373 - F-Statistic
374 - F-Statistic Solution
375 - F-Critical
376 - F-Critical Solution
377 - Decision
378 - Decision Solution
379 - Cows and Food
38 - Exact Z-Scores
380 - Cows and Food Solution
381 - Grand Mean
382 - Grand Mean Solution
383 - Group Means
384 - Group Means Solution
385 - SS Between
386 - SS Between Solution
387 - SS Within
388 - SS Within Solution
389 - Degrees of Freedom
39 - Exact Z-Scores Solution
390 - Degrees of Freedom Solution
391 - Mean Squares
392 - Mean Squares Solution
393 - F-Statistic
394 - F-Statistic Solution
395 - F-Critical and Decision
396 - F-Critical and Decision Solution
397 - Deviation from Grand Mean
398 - Deviation from Grand Mean Solution
399 - SS Total
4 - Klout Parameters
40 - Sampling Distribution
400 - SS Total Solution
401 - Conclusion
402 - Conclusion Solution
403 - Multiple Comparison Tests
404 - Tukey's HSD
405 - Tukey's HSD Solution
406 - Which Differences Are Significant_
407 - Which Differences Are Significant_ Solution
408 - Cohen's d for Multiple Comparisons
409 - Cohen's d for Multiple Comparisons Solution
41 - 95% CI with Exact Z-Scores
410 - η^2
411 - η^2 Solution
412 - Calculate η^2
413 - Calculate η^2 Solution
414 - Range of η^2
415 - Range of η^2 Solution
416 - Software Output
417 - Software Output Solution
418 - Missing Mean Differences
419 - Missing Mean Differences Solution
42 - 95% CI with Exact Z-Scores Solution
420 - Different Sample Sizes
421 - Different Sample Sizes Solution
422 - Grand Mean
423 - Grand Mean Solution
424 - SS Between
425 - SS Between Solution
426 - SS Within
427 - SS Within Solution
428 - Degrees of Freedom
429 - Degrees of Freedom Solution
43 - Generalize Point Estimate
430 - MS and F
431 - MS and F Solution
432 - Proportion Due to Drug Type
433 - Proportion Due to Drug Type Solution
434 - Power
435 - Power Solution
436 - ANOVA Assumptions and Wrap-Up
437 - Relationships
438 - The Variables x and y
439 - The Variables x and y Solution
44 - Generalize Point Estimate Solution
440 - Show Relationship
441 - Show Relationship Solution
442 - Scatterplot
443 - Scatterplot Solution
444 - Stronger Relationship
445 - Stronger Relationship Solution
446 - As x Increases
447 - As x Increases Solution
448 - Strength and Direction
449 - Strength and Direction Solution
45 - Generalize CI
450 - Correlation Coefficient
451 - Match with r
452 - Match with r Solution
453 - Age in Months and Years
454 - Age in Months and Years Solution
455 - Hours Asleep vs. Awake
456 - Hours Asleep vs. Awake Solution
457 - Create Scatterplot
458 - Create Scatterplot Solution
459 - Calculate r
46 - Generalize CI Solution
460 - Calculate r Solution
461 - Stronger
462 - Stronger Solution
463 - Hypothesis Testing for ρ
464 - Hypothesis Testing for ρ Solution
465 - Testing for Significance
466 - Testing for Significance Solution
467 - CI for ρ
468 - CI for ρ Solution
469 - Find p
47 - CI Range for Larger Sample Size
470 - Find p Solution
471 - Add Outlier
472 - Add Outlier Solution
473 - Correlation vs. Causation
474 - Fallacies
475 - Intro to Linear Regression
476 - Airplane Flights
477 - Symbolize Regression Equation
478 - Symbolize Regression Equation Solution
479 - Guess Best Fit Line
48 - CI Range for Larger Sample Size Solution
480 - Guess Best Fit Line Solution
481 - Minimize Sum of Squares
482 - Calculate r
483 - Calculate r Solution
484 - Calculate Standard Deviations
485 - Calculate Standard Deviations Solution
486 - Calculate Slope
487 - Calculate Slope Solution
488 - Find y-Intercept
489 - Find y-Intercept Solution
49 - CI When n = 250
490 - What Point Does the Line Go Through_
491 - What Point Does the Line Go Through_ Solution
492 - Calculate Means
493 - Calculate Means Solution
494 - Calculate y-Intercept
495 - Calculate y-Intercept Solution
496 - Travel 4000 Miles
497 - Travel 4000 Miles Solution
498 - Additional Cost per Mile
499 - Additional Cost per Mile Solution
5 - Klout Parameters Solution
50 - CI When n = 250 Solution
500 - Cost to Travel 0 Miles
501 - Cost to Travel 0 Miles Solution
502 - Travel on a Budget
503 - Travel on a Budget Solution
504 - Which Has More Error_
505 - Which Has More Error_ Solution
506 - Standard Error of Estimate
507 - Confidence Intervals
508 - Hypothesis Testing for Slope
509 - Hypothesis Testing for Slope Solution
51 - Bigger Sample, Smaller CI
510 - t-Test for Slope
511 - t-Test for Slope Solution
512 - R Output
513 - Factors Affecting Linear Regression
514 - Summary of Linear Regression
515 - Intro to Multiple Regression
516 - Alcohol, Religiosity, & Self-Esteem
517 - Alcohol, Religiosity, & Self-Esteem Solution
518 - Make Predictions
519 - Make Predictions Solution
52 - Z for 98% CI
520 - Relationship
521 - Relationship Solution
522 - Causation
523 - Causation Solution
524 - Applets
525 - Scales of Measurement
526 - Scales of Measurement Solution
527 - Choose Type of Data
528 - Choose Type of Data Solution
529 - Non-Parametric Tests
53 - Z for 98% CI Solution
530 - Mount Shasta
531 - Mount Shasta Solution
532 - Expected Frequencies
533 - Expected Frequencies Solution
534 - Observed Frequency
535 - Observed Frequency Solution
536 - Hypotheses Percent
537 - Hypotheses Percent Solution
538 - Hypotheses Frequency
539 - Hypotheses Frequency Solution
54 - Find 98% CI
540 - Expected Frequencies
541 - Expected Frequencies Solution
542 - χ^2 Goodness-of-Fit Test
543 - χ^2 Statistic
544 - χ^2 Statistic Solution
545 - Observed Equals Expected
546 - Observed Equals Expected Solution
547 - χ^2 Values
548 - χ^2 Values Solution
549 - Degrees of Freedom
55 - Find 98% CI Solution
550 - Degrees of Freedom Solution
551 - Which Has More df_
552 - Which Has More df_ Solution
553 - Calculate χ^2 Statistic
554 - Calculate χ^2 Statistic Solution
555 - Find df
556 - Find df Solution
557 - Calculate p
558 - Calculate p Solution
559 - χ^2 Test for Independence
56 - Critical Values of Z
560 - Remember Details
561 - Remember Details Solution
562 - Broken Glass
563 - Broken Glass Solution
564 - Expected Frequencies
565 - Expected Frequencies Solution
566 - Calculate χ^2 Statistic
567 - Calculate χ^2 Statistic Solution
568 - Degrees of Freedom
569 - Degrees of Freedom Solution
57 - Engagement Ratio
570 - Decision
571 - Decision Solution
572 - Effect Size
573 - Effect Size Solution
574 - Calculate Cramér's V
575 - Calculate Cramér's V Solution
576 - Assumptions and Restrictions
577 - Summary
578 - Congrats
579 - Lauren's Outro Video
58 - Engagement Ratio Solution
580 - Tutorial
59 - Hypothesis Testing Song
6 - Klout Sampling Distribution (Mean)
60 - Point Estimate Engagement Ratio
61 - Point Estimate Engagement Ratio Solution
62 - Standard Error
63 - Standard Error Solution
64 - CI Bounds
65 - CI Bounds Solution
66 - Generalize CI
67 - Generalize CI Solution
68 - Margin of Error
69 - Rate Engagement and Learning
7 - Klout Sampling Distribution (Mean) Solution
70 - Rate Engagement and Learning Solution
71 - Results from Sample
72 - What Statistics_
73 - What Statistics_ Solution
74 - Sampling Distributions
75 - Sampling Distributions Solution
76 - Z-Scores of Sample Means
77 - Z-Scores of Sample Means Solution
78 - Probability Sample Mean Is at Least...
79 - Probability Sample Mean Is at Least... Solution
8 - Klout Sampling Distribution (SD)
80 - What Does This Mean_
81 - What Does This Mean_ Solution
82 - Wrap-Up
83 - Likely or Unlikely
84 - Likely or Unlikely Solution
85 - Alpha Levels
86 - Alpha Levels Solution
87 - Z-Critical Value 0.05
88 - Z-Critical Value 0.05 Solution
89 - Critical Values 0.01
9 - Klout Sampling Distribution (SD) Solution
90 - Critical Values 0.01 Solution
91 - Critical Values 0.001
92 - Critical Values 0.001 Solution
93 - Critical Regions
94 - Significance
95 - Significance Solution
96 - Darts
97 - Z-Score
98 - Z-Score Solution
99 - Two-Tailed Critical Values 0.05
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