From
toptal.com
Email Address
editor@toptal.com
Sent On
Fri, Feb 11, 2022 02:55 PM
Email Preheader Text
How can topic modeling in Python help computers understand human communication? Toptal data scientis
HTML
How can topic modeling in Python help computers understand human communication? Toptal data scientist Federico Albanese explains. [Toptal Engineering Blog](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7_Q3q90pV1-WJV7CgQ1hVCqwGt6BlP9BW2Mqmtx7BKQjqW4vLTms1QdkxhW8zs_647wzrsgW1xvvW562KQpkW6xDDkS1t-hcKW2Tk-yp8cHzj9Vff-Bp1zTnknW5nV6296BD77BW4skcJ_4BpmrrW3BG_jR1pPgC7W87WfGR4-m2lNN5r9JbmkzhzQW2KB3kT2KNFSSW9lpk595FHK5MW8Pfn8k1WspThW5cm04j2HJ0h1W7tXkCY9fZGgJW2zG8sj1dG1-9W6Ct6Tj5mYtTBW2bShnR7pCxD-W8MkykB8lGxDMW4Pp7xf8FtHLJW2HYWSK81nNtlVzyfV-9230tyVRS4MX2bFcpJ376d1) [A Deeper Meaning: Topic Modeling in Python](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7Cg-HpW8YFm8X53bJxsN4jRn1d6nSthVjxb633rN2mRW3Z7m803sG-sxW81rxp21jhvCgW89yrtg7J7Xl8W8WTK3V72x2mMW2SFnH55PstSyW4gwbvf3jmTyRW2D7_bP4YcWpNW8fqH7q7xd2YjN5B1Zh2pbGwXW5k4hvw82R7B1W1kP9KM7rzy4bW9cYTyS6zB07lW3Kk24K5LskWYVy4DbZ11_8KWN73DJtQ5Ts8LVPjpGl7YQwGcW8gQLNx3VPK7dW84vXjk3NGF1dW37xTHT4B8F58W3Ny9pZ5nS0Q2N8QtXRRWMvKjW2d-gbf1wDNm6VhDBSN3V477GW8cmjyN4VV98RW65p_L958x9Bh3nDF1) [Topic_Modeling_in_Python_Newsletter_&_blog](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7CgT68W4K5hYZ7Tjn_wW3mM7pc4hVp5-W6WpVPp5sr6BCW1Sj5-d8rtqYVW5jxb9p8yy-fnF8Z7LKjYpgPW1qXdMg5GRMhJW6dcFBL5vgWlqW1MX6PC1fz3YfW5WhNWB1q_VftVwwbmW2rYdNqW1cp7Ds3s6Sd3W8JCS7p6xDfN-W2s47Qp9b82tFW5RJymm7W9qcsW8y4p_S1DD30hW8G2qSz7BlxTMW6pSTvT2pLmR3W3jp0pX8YVGMfW57kTbT7ZNyfLW4pRbfr6PZNLdW31wryL1qBRD7W2fL2p8622VC1W43X9vY8nL8nDW98HbK36RN4gSTDg5180G486W4hK8RV5Gyr6-VfFQFz4dZzfp3pnv1) Human language doesnât lend itself to computation, prompting software engineers to constantly innovate and coax computers into understanding human communication. In this article, freelance data scientist Federico Albanese demonstrates how topic modeling in Python can help computers understand what people are talking about. [Continue Reading](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7CgJdbW8HMgz57YGjkXW8kgHMT2NhgbhW3gskCP7LpRVBN9l1RGKkBSFfW728gsB9k4XcbW89X-f_6x8cyCW1bkkHD96V649W26TfYh19y9B-M9vgxh1XvJcW7CpVH479jRq0W811BmL8_9fRHN1DDcP1SzH34W1c2Chz2Dj54FW4xcb5H6wQRG7W3cnzJX7Vk2f9W1dLZnR3CD--4W5htz8K6b8SH4W87plbM2V-Pd2W6w8Gp91RVK8QN11FGZJJ0L-BMKNdpKRyBQqW1Mp5Vy1Wtk_ZVTdjb92-GwjLW8nY5Fn1Lh21bW1L-1Hs4t_G0rW17lH0J5Z0lp1W7S25SH4kM7-dW6GlPnf95cvXm3dFK1) About the Author [federico-albanese](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7CgCMPW6l5g2d7Y2xL6W9f_b8v28ZXB3W6kn58K52pCgHW8kH_Nf1BmSSQW2CCDtR76lZVkW6LgxGM73VTTVW4_bSp_1vRyxPW1NwC1b6ZcNjSW5kSqcx7k6Tr_W8Md06p27LMdgW437_mC889WVPVBcKvL6qJ8RFV_xgKQ6VK24WW2x65cS2qqyb7W997TGV4MZtVRW6chhzj3JWxXpN23cbFpkF7pPW8D45Sw7ZTq-qVxsNVh16DD-dVTJ19Z67M_bCW7YBPkk7ZTGDGW2qrW6x881h4tW8Fh2Xm58SYZSW3X1Swz92N1JyVWW8Mg6ypfkpVz8k7Z4_rjjZN7w_QDbCXmq1W1R3Nb43ZXMxk3kwg1) [Federico Albanese](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7CgZvzW6wzKmD8YN3dqW1CvLmz7kGXMbVdwnHx4DJLDcN4pBP9Ttv5L4W9kG0J06HP1L8W4Zdfsx6m1mcDW2MRcxV7jrhkJW89pCS8303cHJVX-5Kf1_NKpGW5QMpyW6j_F3pW4KMSN34DtJ6wW4QdsxM17p31XW5WKwfw5k_dL5W3bhcY62j2yMhW37mgn92jxG1XW6kHmLc1vS8ygW64_zvg58xv0sW1T52cQ8-qnm-W2VH6MS3nQFCyW6smlr25h5cWqW8jwGZ47pc1_cW6Jtmdn7WKddhW781-Qx21M8cSW5G_2nn763gxFW4Jcy6j6dpTpSVhJ8MT7Rgg1NW7H8X6l6rJRj9W8htyFv7RJD8Z38mS1) Data Scientist Federico is a developer and data scientist who has worked at Facebook, where he made machine learning model predictions. He is a Python expert and a university lecturer. His PhD research pertains to graph machine learning. [Hire Federico](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7CgSmmW1VpN1Q8TnDyCW2YWDLy8D_9sMW4ktylL8f5ddJW76XwRg6fq1M6W8tZ91X72BpVtW2PMc0k8Xk7ZPVjDlxF4V5jqHW4B1F7t7lfNLSW1mdlZM2nnJ7pW55Ht0g6dQ51_W8b58643Gzb_SW7CmcKg7ZZl4zW5MZz5m1RT1PnW1tXd-92RQV5xW7P-kGx7F0tGwN60DwnC5-jXFW3Cq2vG1FYcCGW57vL3w6sw2PJN2Qm3z1-wW9BW67rrwH6RqDywW8SGKNC36lzJnW2nLwS73jZTFqW8Xw5Jf5PtN2dW4x5sRZ6sNTJHW6whDCx4vDdfQW3pplwL4fcYfzW9cj1Nc4t1-Y5W70Td0Y31nH4t3f1S1) Other Recommended Articles - [Graph Data Science With Python/NetworkX](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG80p3q90_V1-WJV7CgK35W3PltKv9lnV4YW35DnRz5t76bgW7wTk3g80tGFJW3x55066bv2zHW5Gkq3Y1CXJwwW5Qz4xf4cFZ72W4BdV9b2L_glGN3l-7B721PLYW1PHH6v1zm-39VXJ95x6MjyxCN4JMLsSZThK3W21vfG_3ljtpGW25fsHf6zXlkPW3QDNgs5D2w8fW4h4jWf6G5kXCW8sxm3j3DTnK_V5cJmY7fzQCsW2gJbTt1CFXzDW7Wh_qc1HM60dW1DzXgl1J95ltVnRGGn8msDvPW3k6_B32rHgz8W1hszsg86PDn8N23MxP9dVzrbN7FM2h9tD36GW3l0_8H2F4RwgW7z9T3x9jtX_CW4-zgH762GhZ1VgJr_n8J24JDV5tYbH1mK9_Q2Wh1) - [Modern Web Scraping with Python and Selenium](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG8053q90JV1-WJV7CgYPXW2XwfPG55KcbgW4-PBRH2ydqPZW4WkxBd9fTTZPV9w8k27zKPv4W1bm4ZZ8j-CwDVGYqV84fm3pbW5NMZMW7Q9y5bVLpf4s4WrJwvN3f9DVBJf8TsN1k5pxgmF7xdN619fpb56BbmW27qwVG1gwhT9W9clxYG5FXGH-W2nffnX4hvlMDW6BlW4C25cTdgW4hZ8T01HHH9CW477-Ml3NJyn-W6JRNN44CDXhZW2NqfP-7JyXznW4Wsz7M19bvdxW5HQzJc7RnM3pW1LYMnV9bF0W7VXDW8j1MMQj_W52m5xb5QMLmZN48z9d3XshKDN42qHrhZFXTGW6z_8Rd6jyfQdW1v9ddw1TRhcw3q4b1) - [Twitter Data Mining: A Guide to Big Data Analytics Using Python](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG80p3q90_V1-WJV7CgCNsV1_V9Z30z-CxW1XdFyV1JvnVxW21jYly7VdvFnW44qXhX9l31cTVQ9vBt7N9MTDW92cPfM5Yks2dW5zBqVG3xf6s-Vhv3Vt3JZL75W8ldRc05C_qHDW8gc03z3Qdt41W8p7kKK8cMf-dW4kCGjp1DCWBmW5zyq1Z1tqFv5W6BfbJQ4g813zW6JBVY827qmF9W27YLZS4_k9cqW7NGqWV7ktYD-W4HNmRd312S--VzxrW21H6MbgVSFNlm6vzmrBW5LVND_1lSfM8W2Jyry95tz_z0N3HrV0Yx63mTN7jMD5Z7P2QMN6QcXh_sSrnnW3Mh22R3-MzJ_W2nv1lG2sxg68W4y0T6M5qwCXpW8NTmpt6vYZB2W5t9r7G54y0jp359y1) - [Data Mining for Predictive Social Network Analysis](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7-k5nKv5V3Zsc37CgV2cN2wkXLrfxdBJW8_TfPs2LZzm2W1ffJb-27RkyzW7Jvmfn8-2XMFW8Y1mk_3my_Y-W2n4wXZ3nFvc6W135ZPl92K08DW34jsT25WqydPW4YpQwY2KyMfzW9fTm6J5FTxmSW2bQV4k7N-SNwW3rgpzd7X3Cw2W19_pk811tb39W38wMYJ9hJg1nW8qYCw55LTNY4W2sW1Rs5P1-DqW4Qgn9k5rxzprW2TLV0Y6XHRdzW1rTVVd1gw3qQW2xNc_Q4mJJb3W1nVnP44DbZT5W7YKmwY2xxcWXM-Ws0Ks2plkW4WfHfN8vHy8pW95-Vty36-l10W7QgQFm3ZcndHW8mHXxb1M4SWvW8vD9F7294HJ-W4h6J_C5jYL7-W2xHg52180xZ2W1gsKTh8hPsgHVGGFth1mQ98M33dd1) - [Apache Spark Streaming Tutorial: Identifying Trending Twitter Hashtags](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG80p3q90_V1-WJV7CgYcBW4754Jb3NBmtTN2KvZ7lJWLPNN7Zdj8V2C3nMW7wmx4m31QD12W4gbP9Q6Y8CRyW1p_k0C4nxG2-W5SKD3z2jtGkDW7dXx5Q4KzqLpW3GJ8BZ503CdnW2yKQvv3DQ3c0W303y3v3ZFp_KW5cNmqg4wjtdHW78CdVb1kLDshW8SbMHx2P1ffqW1NgdBW471Ql3W2kG6PZ72NZJBW2t-RsW4W1HNlW8zpn_C4BTdRzW8XRTdd1GC638VF7Fh74ThCcBW3HT85z1DB6hjW64Ks-V5gLtrBW6BV5Ds1HrKqZW5Jgcnj3QyZ-FW38YPTC4rlbgXW6fsw12875jffV2n8958gSDJ4W2Gk1Kc2tr-KwVjdKYS4NtwQBW7d8y9H53cN9y3b-B1) Hiring Data Scientists? Looking for an elite data scientist to join your team? Get started with a Toptal account to hire vetted data scientists like Federico Albanese. [Check it out!](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7_Q3q90pV1-WJV7CgB2DW3rdXf769Q4SnW3-rNSB317wWMW6bzwxs26Tms-W2bFlmv24YfcxVnwmHg4N0lwvW1KnlxV1QRCBNW7xmFy51Rd9NNW8ZhhMP4vMV2hW8KMH2_6x0WtcW4BrcHN1fPQBFW7JBRWn4b0rq7W6hg7LV9cNFqSW8893n97cP9QgW3CdBLQ3kHqXRW2YhcKS53BhC8W5BW-T27fr0DnVQL0Nj8xKrWvW5vV_YR8_KFqMW4Jld9R3Tgsn0W5Wj63C3sbdYXVHtxw35K2STNW3GSN9N2QCyTHW5ckj3p2DPrmTW3rG4zs1S8D00W7Qz76b6N4xMpW4H77rx74c85136gG1) FOLLOW US: [Facebook](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7_Q3q90pV1-WJV7CgWjsW4Zz8fP6_cpBJW2RjzgB94K6HLW4DMJPq3-f5HgW4Bs6KB2ZbPKpM5Fzk2V0RKsW7x4yc51GNGSyV4GTj_4XpHmyN7L55lbNdK2-W8Yl9Df2rPfR2VjNq543dFvMJW5hD87x1V9YdCW8zNjt81dnlzFW7K15wp48tPHSW2y1bgr90CrfkW2pSWph7trkBHW3K6_Y93wjg06W3TW9nQ6hhcL1W2-MsWZ1LFP4mW4BDHDC5-00BBW8gpVZq8-vp7HW8Q9Nbm1_cpRVVfH9zB8QtrBnW8tgzHN6_36spW427rjm5h15t4Vz8SS_6b9NdzW6fJ5wN211SzT33ky1)
[LinkedIn](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7_Q3q90pV1-WJV7CgCSvW2TR-5T1kKMk2W5v6Ntw6TkgJmN1295bbVjz3WVgghLM8L7-k9W1r8Cjr1MGph6W2ZwhjG86b0M-W3f9DPy68xn-BN1j7NwdKBlTdW11qmMl7-fd3cW83XP8r35c2q3W3Vz22J4l69P0VtT57y8Lg2zNW7JgqB81MtWM0W1SM_JC83FW85W4J6wkt4cLTs6W74B4D62b1pmyW1tH2zk2gJ3_FW6sHMD-8vYL6GW3_-ztk7Q0-czW5P2hqb6Hcmn-W7MsZv77hyCVTW3CGqwK6j4jRHW2nZlbn4N65rKN4rYMf3lrK2VW3P9yd77nnJFBN10pz0r2dKQ-32gZ1)
[Twitter](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7_w3q905V1-WJV7CgRB2W66jdpL91YgmqN3DxrvMnNmPbW4-XfWg1DMGGsVZJNLH1YG1XzW2zHStp3ps_RkW1hd_JM3l_MYSW5lglkX936GlBN2ghWcMW5t6xW3v_6ft49YVNwW5JQg2k39mW4jW5YyN7G2t2dFYW12yyHK4g--6sW1Yxzfj4st4JlW6TQT_V8Yj-F2N8_NnpBXy-zdW8l5y3z2B8hrdW4C0r596m9NvPW3WXYsQ1mZhwsW7N9pd58WvzmxN1YjYH4_6X05W96Y-kh5H-_3DN92MKJ8Hrm7zW23nKpV4YRHKHW8g0X2x4yCzD33m3n1)
[Instagram](113/ckPbs04/VWn3hJ8-mVJnW378GN58JQhR_W3Dl4Sm4FpVNvN7gG7_Q3q90pV1-WJV7CgPYgW3s3CWj88tKw1Vq6fz_79C6jTW4w0j2q6tL7n3N8BDLDYHKHLtW3V_Yxp2zPT7fW5w-Th94dCcvMW8Yk65P1YHbHxW3wZCJT18nDnFW4HsmQn5lqjPYW2gSJ0X90QLfrW7v74_24czKP2W49pQJK8kdwX9V4ByC_4761WgW7-37Bp63N-S5W54_C1p41kD0jW33q3cH6h59HvW4rRkpg3MJrFjW7s3TV32RRsYvW5j6b9_7fkBfQW8jw1NH8Qkk7ZW7rbwsz41pl52W8Wvtrd6bHnpRW7DTBjB695RYJW82SYTf8Z-CLWW4sLR761WDn5zW34lDd51-tNMZ3fVN1) Toptal, LLC, 2810 N. Church Street #36879, Wilmington, Delaware 19802-4447, United States [Unsubscribe]( [Manage preferences](