├── LICENSE ├── README.md ├── logo.png ├── omdena.csv └── sitemap.xml /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2020 Saeed Ahmad 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |

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7 | AI INTERVIEW QUESTIONS 8 | 9 | ![GitHub last commit](https://img.shields.io/github/last-commit/mrsaeeddev/ai-interview-questions) 10 | ![GitHub contributors](https://img.shields.io/github/contributors/mrsaeeddev/ai-interview-questions) 11 | ![Twitter Follow](https://img.shields.io/twitter/follow/mrsaeeddev?label=Follow&style=social) 12 | > Real-World AI Interview Questions for You 13 |

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16 | 17 | # General Requirements for AI related roles: 18 | 19 | ## DATA ENGINEERS: 20 | 21 | Requirements: 22 | - Programming Experience in a language like Python, Go etc. 23 | - Solid Knowledge of Operating Systems 24 | - Understanding of ETL pipelines 25 | - Heavy, In-Depth Database Knowledge – SQL and NoSQL 26 | - Data Warehousing – Hadoop, MapReduce, HIVE, PIG, Apache Spark, Kafka 27 | - Basic Machine Learning Familiarity 28 | 29 | ## DATA SCIENTISTS: 30 | 31 | Requirements: 32 | - Programming Experience in a language like Python, R etc. 33 | - Statistics (familiarity with statistical tests, distributions, maximum likelihood estimators, etc.) 34 | - Basic Machine Learning Skills 35 | - Multivariable Calculus & Linear Algebra 36 | - In-Depth knowledge of SQL 37 | - Data Wrangling and EDA Skills 38 | - Data Visualization and Communication 39 | 40 | ## MACHINE LEARNING ENGINEERS: 41 | 42 | Requirements: 43 | - Programming Experience in a language like Python, R, Java etc. 44 | - Advanced Probability and Statistics Knowledge 45 | - Data Modeling & Evaluation 46 | - Advanced Machine Learning 47 | - Software Engineering and System Design 48 | 49 | # DATA SCIENCE QUESTIONS 50 | 51 | Q. How to find outliers in data? 52 |
53 | A. i. If you know the outlier values, then you may set some threshold value for the outliers. So, by filtering the data that lies inside that values you can get filtered data. 54 |
55 | ii. If you don't know the outlier values in advance, you can apply clustering to find out the clusters and drop the data that lies outside that. Same goes for other models like Linear Regression or SVM. 56 |
57 | iii. Scatter plots and Box plots are used to find visualize outliers so you can use them for visualization part. 58 | 59 | Q. If the dataset you are using is large and you face runtime issues handling it, how would you handle it? 60 |
61 | A. Different appraoches: 62 |
63 | - Historical Data: 64 | - Large Dataset: - [See this](https://www.analyticsvidhya.com/blog/2018/08/dask-big-datasets-machine_learning-python/) 65 | - Load data in batches 66 | - Small Datasets: You are good to go with Pandas and Numpy as usual 67 | - Realtime Data: - You need to look into big data solutions like Kafka, Hadoop etc 68 | 69 | Q. Why CatBoost and XGBoost is better than gradient boosting in sklearn? 70 |
71 | A. [See here](https://datascience.stackexchange.com/questions/16904/gbm-vs-xgboost-key-differences) 72 |
73 | [See here](https://datascience.stackexchange.com/questions/49567/lightgbm-vs-xgboost-vs-catboost) 74 | 75 | Q. How Gradient Boosting works? 76 |
77 | A. [See here](https://www.displayr.com/gradient-boosting-the-coolest-kid-on-the-machine-learning-block/) 78 | 79 | Q. How Hyperparameters in an algorithm work? 80 |
81 | A. [See here](https://towardsdatascience.com/understanding-hyperparameters-and-its-optimisation-techniques-f0debba07568) 82 | 83 | Q. How Linear Regression works? 84 |
85 | A. [See here](https://towardsdatascience.com/linear-regression-detailed-view-ea73175f6e86) 86 | -------------------------------------------------------------------------------- /logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mrsaeeddev/ai-interview-questions/e132f026ef96a1ab478c006a71ae3220e4263ae1/logo.png -------------------------------------------------------------------------------- /omdena.csv: -------------------------------------------------------------------------------- 1 | web-scraper-order,web-scraper-start-url 2 | -------------------------------------------------------------------------------- /sitemap.xml: -------------------------------------------------------------------------------- 1 | 2 | 7 | 8 | 9 | 10 | 11 | https://afr100.org/ 12 | 2020-10-05T22:22:56+00:00 13 | 1.00 14 | 15 | 16 | https://afr100.org/fr 17 | 2020-10-05T22:22:57+00:00 18 | 0.80 19 | 20 | 21 | https://afr100.org/content/home 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https://afr100.org/content/why-it-critical-restore-africa%E2%80%99s-degraded-landscapes-glimpse-wwf%E2%80%99s-efforts-and-vision 1902 | 2020-10-05T22:25:41+00:00 1903 | 0.51 1904 | 1905 | 1906 | https://afr100.org/content/what-happened-3rd-annual-afr100-partner-meeting 1907 | 2020-10-05T22:25:41+00:00 1908 | 0.51 1909 | 1910 | 1911 | https://afr100.org/content/tanzania-and-togo-pledge-afr100-land-restoration-targets 1912 | 2020-10-05T22:25:42+00:00 1913 | 0.51 1914 | 1915 | 1916 | https://afr100.org/content/%E2%80%9Cvoices-landscape%E2%80%9D-glf-offer-insights-community-restoration-initiatives 1917 | 2020-10-05T22:25:42+00:00 1918 | 0.51 1919 | 1920 | 1921 | https://afr100.org/content/glf-nairobi-shines-spotlight-communities-africa-restoring-degraded-landscapes 1922 | 2020-10-05T22:25:42+00:00 1923 | 0.51 1924 | 1925 | 1926 | https://afr100.org/content/glf-nairobi-backs-taking-un-decade-ecosystem-restoration-concept-general-assembly 1927 | 2020-10-05T22:25:43+00:00 1928 | 0.51 1929 | 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https://afr100.org/content/nigeria-africas-largest-economy-backs-land-restoration-4-million-hectare-pledge 1962 | 2020-10-05T22:25:45+00:00 1963 | 0.51 1964 | 1965 | 1966 | https://afr100.org/content/niger-hosts-afr100-paves-way-forward-implementing-forest-and-landscape-restoration-ground 1967 | 2020-10-05T22:25:45+00:00 1968 | 0.51 1969 | 1970 | 1971 | https://afr100.org/content/forest-and-landscape-restoration-filling-gaps 1972 | 2020-10-05T22:25:46+00:00 1973 | 0.51 1974 | 1975 | 1976 | https://afr100.org/content/why-restoration-why-africa-why-now 1977 | 2020-10-05T22:25:46+00:00 1978 | 0.51 1979 | 1980 | 1981 | https://afr100.org/content/two-years-underway-afr100-seeing-change 1982 | 2020-10-05T22:25:47+00:00 1983 | 0.51 1984 | 1985 | 1986 | https://afr100.org/content/how-do-you-stop-desert-niger-may-have-answer 1987 | 2020-10-05T22:25:47+00:00 1988 | 0.51 1989 | 1990 | 1991 | https://afr100.org/content/africa-takes-action-advance-landscape-restoration-goals 1992 | 2020-10-05T22:25:47+00:00 1993 | 0.51 1994 | 1995 | 1996 | https://afr100.org/content/malawi-turns-corner-solving-its-deforestation-crisis 1997 | 2020-10-05T22:25:48+00:00 1998 | 0.51 1999 | 2000 | 2001 | https://afr100.org/content/we-discovered-18-million-square-miles-forest-desert 2002 | 2020-10-05T22:25:48+00:00 2003 | 0.51 2004 | 2005 | 2006 | https://afr100.org/content/tree-planting-startup-shows-4-steps-raising-capital-restoration 2007 | 2020-10-05T22:25:48+00:00 2008 | 0.51 2009 | 2010 | 2011 | https://afr100.org/content/afr100org-celebrating-commitments-restore-more-75-million-hectares-land-across-africa 2012 | 2020-10-05T22:25:49+00:00 2013 | 0.51 2014 | 2015 | 2016 | https://afr100.org/content/african-nations-poised-rapidly-accelerate-landscape-restoration 2017 | 2020-10-05T22:25:49+00:00 2018 | 0.51 2019 | 2020 | 2021 | https://afr100.org/content/produce-knowledge-restore-degraded-natural-resources 2022 | 2020-10-05T22:25:50+00:00 2023 | 0.51 2024 | 2025 | 2026 | 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2020-10-05T22:25:53+00:00 2063 | 0.51 2064 | 2065 | 2066 | https://afr100.org/file/1456 2067 | 2020-10-05T22:25:53+00:00 2068 | 0.51 2069 | 2070 | 2071 | https://afr100.org/file/1455 2072 | 2020-10-05T22:25:54+00:00 2073 | 0.51 2074 | 2075 | 2076 | https://afr100.org/fr/file/1573 2077 | 2020-10-05T22:25:54+00:00 2078 | 0.51 2079 | 2080 | 2081 | https://afr100.org/file/1551 2082 | 2020-10-05T22:25:55+00:00 2083 | 0.51 2084 | 2085 | 2086 | https://afr100.org/file/1466 2087 | 2020-10-05T22:25:55+00:00 2088 | 0.51 2089 | 2090 | 2091 | https://afr100.org/file/1463 2092 | 2020-10-05T22:25:55+00:00 2093 | 0.51 2094 | 2095 | 2096 | https://afr100.org/sites/default/files/2019_10_27%20APM%204%20Agenda_ordre%20du%20jour.pdf 2097 | 2019-12-13T01:17:28+00:00 2098 | 0.51 2099 | 2100 | 2101 | https://afr100.org/file/1423 2102 | 2020-10-05T22:25:56+00:00 2103 | 0.51 2104 | 2105 | 2106 | https://afr100.org/file/1343 2107 | 2020-10-05T22:25:57+00:00 2108 | 0.51 2109 | 2110 | 2111 | 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https://afr100.org/sites/default/files/Monitoring%20Progress_French_Draft.pdf 2197 | 2019-12-13T01:17:28+00:00 2198 | 0.41 2199 | 2200 | 2201 | https://afr100.org/fr/file/751 2202 | 2020-10-05T22:26:04+00:00 2203 | 0.41 2204 | 2205 | 2206 | https://afr100.org/sites/default/files/ROAM%20Guide%20-%20Version%20Francaise.pdf 2207 | 2019-12-13T01:17:28+00:00 2208 | 0.41 2209 | 2210 | 2211 | https://afr100.org/fr/file/119 2212 | 2020-10-05T22:26:06+00:00 2213 | 0.41 2214 | 2215 | 2216 | https://afr100.org/sites/default/files/AFR100%20Overview_FR.pdf 2217 | 2019-12-13T01:17:28+00:00 2218 | 0.41 2219 | 2220 | 2221 | https://afr100.org/fr/file/113 2222 | 2020-10-05T22:26:07+00:00 2223 | 0.41 2224 | 2225 | 2226 | https://afr100.org/fr/file/55 2227 | 2020-10-05T22:26:07+00:00 2228 | 0.41 2229 | 2230 | 2231 | https://afr100.org/fr/file/60 2232 | 2020-10-05T22:26:08+00:00 2233 | 0.41 2234 | 2235 | 2236 | https://afr100.org/fr/file/54 2237 | 2020-10-05T22:26:08+00:00 2238 | 0.41 2239 | 2240 | 2241 | https://afr100.org/fr/content/%C3%A9laboration-du-plan-daction-de-mise-en-%C5%93uvre-de-la-restauration-des-paysages-forestiers-du 2242 | 2020-10-05T22:26:09+00:00 2243 | 0.41 2244 | 2245 | 2246 | https://afr100.org/fr/content/terramatch-financer-le-mouvement-de-restauration-en-afrique 2247 | 2020-10-05T22:26:09+00:00 2248 | 0.41 2249 | 2250 | 2251 | https://afr100.org/fr/content/l%E2%80%99afr100-et-la-d%C3%A9cennie-des-nations-unies-pour-la-restauration-des-%C3%A9cosyst%C3%A8mes 2252 | 2020-10-05T22:26:10+00:00 2253 | 0.41 2254 | 2255 | 2256 | https://afr100.org/fr/content/augmentation-de-l%E2%80%99investissement-priv%C3%A9-dans-le-secteur-forestier-%C3%A9thiopien 2257 | 2020-10-05T22:26:10+00:00 2258 | 0.41 2259 | 2260 | 2261 | https://afr100.org/fr/content/le-parcours-de-restauration-rwandais 2262 | 2020-10-05T22:26:11+00:00 2263 | 0.41 2264 | 2265 | 2266 | https://afr100.org/fr/content/le-togo-poursuit-son-identification-d%E2%80%99opportunit%C3%A9s-de-restauration 2267 | 2020-10-05T22:26:12+00:00 2268 | 0.41 2269 | 2270 | 2271 | https://afr100.org/fr/content/base-de-donn%C3%A9es-interactive-des-esp%C3%A8ces-flr-%C3%A0-madagascar 2272 | 2020-10-05T22:26:12+00:00 2273 | 0.41 2274 | 2275 | 2276 | https://afr100.org/fr/content/nord-du-cameroun-un-leader-et-champion-traditionnel 2277 | 2020-10-05T22:26:13+00:00 2278 | 0.41 2279 | 2280 | 2281 | https://afr100.org/fr/content/40-millions-d%E2%80%99arbres-pour-l%E2%80%99etat-de-yobe-au-nig%C3%A9ria 2282 | 2020-10-05T22:26:13+00:00 2283 | 0.41 2284 | 2285 | 2286 | https://afr100.org/fr/content/la-restauration-des-terres-dans-le-bassin-du-congo-un-long-voyage-d%C3%A9j%C3%A0-commenc%C3%A9 2287 | 2020-10-05T22:26:13+00:00 2288 | 0.41 2289 | 2290 | 2291 | https://afr100.org/fr/content/les-petits-exploitants-agricoles-camerounais-simpliquent-dans-la-restauration-des-paysages 2292 | 2020-10-05T22:26:14+00:00 2293 | 0.41 2294 | 2295 | 2296 | 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2020-10-05T22:26:18+00:00 2323 | 0.41 2324 | 2325 | 2326 | https://afr100.org/fr/content/le-cameroun-et-le-madagascar-s%E2%80%99engagent-dans-un-%C3%A9change-sud-sud 2327 | 2020-10-05T22:26:19+00:00 2328 | 0.41 2329 | 2330 | 2331 | https://afr100.org/fr/content/plantation-d%E2%80%99enrichissement-dans-le-complexe-kenyan-de-buda-et-l%E2%80%99%C3%A9cosyst%C3%A8me-de-shimba-hills 2332 | 2020-10-05T22:26:19+00:00 2333 | 0.41 2334 | 2335 | 2336 | https://afr100.org/fr/content/s%C3%A9n%C3%A9gal-l%E2%80%99etat-agit-contre-la-coupe-illicite-de-bois 2337 | 2020-10-05T22:26:19+00:00 2338 | 0.41 2339 | 2340 | 2341 | https://afr100.org/fr/content/c%C3%B4te-d%E2%80%99ivoire-d%C3%A9forestation-comme-probl%C3%A8me-le-biocharbon-comme-solution 2342 | 2020-10-05T22:26:20+00:00 2343 | 0.41 2344 | 2345 | 2346 | https://afr100.org/fr/content/cameroon-displaced-people-and-environmental-challenges 2347 | 2020-10-05T22:26:20+00:00 2348 | 0.41 2349 | 2350 | 2351 | https://afr100.org/fr/content/burkina-faso-les-communaut%C3%A9s-engag%C3%A9es-dans-la-gestion-des-terres-d%C3%A9grad%C3%A9es 2352 | 2020-10-05T22:26:21+00:00 2353 | 0.41 2354 | 2355 | 2356 | https://afr100.org/fr/content/identification-des-opportunit%C3%A9s-de-restauration-dans-la-pr%C3%A9fecture-des-lacs-au-togo 2357 | 2020-10-05T22:26:21+00:00 2358 | 0.41 2359 | 2360 | 2361 | https://afr100.org/fr/content/mise-en-%C5%93uvre-d%E2%80%99afr100-au-nig%C3%A9ria 2362 | 2020-10-05T22:26:22+00:00 2363 | 0.41 2364 | 2365 | 2366 | https://afr100.org/fr/content/plantation-d%E2%80%99arbres-dans-la-p%C3%A9pini%C3%A8re-d%E2%80%99erythrinas-dans-le-village-de-mchakama-en-tanzanie 2367 | 2020-10-05T22:26:22+00:00 2368 | 0.41 2369 | 2370 | 2371 | https://afr100.org/fr/content/restauration-de-mangroves-r%C3%A9ussie-%C3%A0-boeny-%C3%A0-madagascar 2372 | 2020-10-05T22:26:23+00:00 2373 | 0.41 2374 | 2375 | 2376 | https://afr100.org/fr/content/des-objectifs-ambitieux-pour-la-reforestation-au-rwanda 2377 | 2020-10-05T22:26:23+00:00 2378 | 0.41 2379 | 2380 | 2381 | https://afr100.org/fr/content/le-bambou-un-outil-inattendu-du-malawi-pour-la-r%C3%A9silience-au-changement-climatique 2382 | 2020-10-05T22:26:24+00:00 2383 | 0.41 2384 | 2385 | 2386 | https://afr100.org/fr/content/pour-les-jeunes-entrepreneurs-les-terres-d%C3%A9grad%C3%A9es-des-zones-rurales-en-afrique-repr%C3%A9sentent 2387 | 2020-10-05T22:26:25+00:00 2388 | 0.41 2389 | 2390 | 2391 | https://afr100.org/fr/content/communiqu%C3%A9-le-premier-acc%C3%A9l%C3%A9rateur-de-startups-au-monde-pour-la-r%C3%A9habilitation-des-terres 2392 | 2020-10-05T22:26:25+00:00 2393 | 0.41 2394 | 2395 | 2396 | https://afr100.org/fr/content/pour-les-petites-entreprises-d%E2%80%99afrique-la-r%C3%A9silience-au-climat-est-une-chance-sur-le-plan 2397 | 2020-10-05T22:26:26+00:00 2398 | 0.41 2399 | 2400 | 2401 | 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https://afr100.org/fr/content/les-nations-africaines-sont-sur-le-point-d%E2%80%99acc%C3%A9l%C3%A9rer-la-restauration-des-paysages 2482 | 2020-10-05T22:26:34+00:00 2483 | 0.41 2484 | 2485 | 2486 | https://afr100.org/fr/content/le-kenya-va-restaurer-une-superficie-de-terres-d%C3%A9grad%C3%A9es-de-la-taille-du-danemark 2487 | 2020-10-05T22:26:35+00:00 2488 | 0.41 2489 | 2490 | 2491 | https://afr100.org/fr/content/restaurer-les-paysages-africains-d%C3%A9grad%C3%A9s-tout-en-am%C3%A9liorant-les-droits-des-paysans 2492 | 2020-10-05T22:26:35+00:00 2493 | 0.41 2494 | 2495 | 2496 | https://afr100.org/fr/content/release-les-pays-africains-lancent-lafr100-afin-de-restaurer-100-millions-dhectares-de 2497 | 2020-10-05T22:26:36+00:00 2498 | 0.41 2499 | 2500 | 2501 | https://afr100.org/fr/file/1467 2502 | 2020-10-05T22:26:37+00:00 2503 | 0.41 2504 | 2505 | 2506 | https://afr100.org/fr/file/1464 2507 | 2020-10-05T22:26:38+00:00 2508 | 0.41 2509 | 2510 | 2511 | 2512 | 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